{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Bayesian CUPED\n",
    "\n",
    "In this example notebook, we describe how to implement the Bayesian [CUPED](https://dl.acm.org/doi/abs/10.1145/2433396.2433413) estimator using NumPyro. This estimation method is very popular in the A/B testing community, and is a simple and effective way to reduce the variance of the difference in means estimator. We recommend the introductory blog post [\"Understanding CUPED\"](https://towardsdatascience.com/understanding-cuped-a822523641af) by [Matteo Courthoud](https://medium.com/@matteo.courthoud). We will use the same case study data as in Matteo's blog post\n",
    "\n",
    "**Remark:** This example has been adapted from the blog post [\"Bayesian CUPED & Sensitivity Analysis\"](https://juanitorduz.github.io/bayesian_cuped/).\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Prepare Notebook"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "!pip install -q numpyro@git+https://github.com/pyro-ppl/numpyro arviz matplotlib polars seaborn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import arviz as az\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import polars as pl\n",
    "import seaborn as sns\n",
    "\n",
    "from jax import Array, random\n",
    "import jax.numpy as jnp\n",
    "\n",
    "import numpyro\n",
    "import numpyro.distributions as dist\n",
    "from numpyro.infer import MCMC, NUTS\n",
    "\n",
    "numpyro.set_host_device_count(n=4)\n",
    "\n",
    "rng_key = random.PRNGKey(seed=1)\n",
    "\n",
    "plt.style.use(\"bmh\")\n",
    "plt.rcParams[\"figure.figsize\"] = [10, 6]\n",
    "plt.rcParams[\"figure.dpi\"] = 100\n",
    "plt.rcParams[\"figure.facecolor\"] = \"white\"\n",
    "\n",
    "assert numpyro.__version__.startswith(\"0.19.0\")\n",
    "\n",
    "%load_ext autoreload\n",
    "%autoreload 2\n",
    "%config InlineBackend.figure_format = \"retina\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Generate Data\n",
    "\n",
    "We generate synthetic data from a (synthetic) company evaluating the revenue impact of a new ad campaign. Users are randomly divided into two groups: one exposed to the campaign (treatment) and one not (control). We use a synthetic dataset from Matteo's repository [`src.dgp`](https://github.com/matteocourthoud/Blog-Posts/blob/main/notebooks/src/dgp.py). One key ingredient for CUPED is to have a pre-experiment for the relevant variables. We simulate a pre and post experiment `revenue` variable under the presence of an intervention `ad_campaign` in a randomized controlled trial."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div><style>\n",
       ".dataframe > thead > tr,\n",
       ".dataframe > tbody > tr {\n",
       "  text-align: right;\n",
       "  white-space: pre-wrap;\n",
       "}\n",
       "</style>\n",
       "<small>shape: (5, 4)</small><table border=\"1\" class=\"dataframe\"><thead><tr><th>individual</th><th>ad_campaign</th><th>revenue0</th><th>revenue1</th></tr><tr><td>i64</td><td>f32</td><td>f32</td><td>f32</td></tr></thead><tbody><tr><td>1</td><td>1.0</td><td>4.825495</td><td>8.937075</td></tr><tr><td>2</td><td>0.0</td><td>4.05688</td><td>5.443201</td></tr><tr><td>3</td><td>0.0</td><td>6.114765</td><td>7.075873</td></tr><tr><td>4</td><td>0.0</td><td>4.204422</td><td>7.126404</td></tr><tr><td>5</td><td>0.0</td><td>5.328116</td><td>9.85461</td></tr></tbody></table></div>"
      ],
      "text/plain": [
       "shape: (5, 4)\n",
       "┌────────────┬─────────────┬──────────┬──────────┐\n",
       "│ individual ┆ ad_campaign ┆ revenue0 ┆ revenue1 │\n",
       "│ ---        ┆ ---         ┆ ---      ┆ ---      │\n",
       "│ i64        ┆ f32         ┆ f32      ┆ f32      │\n",
       "╞════════════╪═════════════╪══════════╪══════════╡\n",
       "│ 1          ┆ 1.0         ┆ 4.825495 ┆ 8.937075 │\n",
       "│ 2          ┆ 0.0         ┆ 4.05688  ┆ 5.443201 │\n",
       "│ 3          ┆ 0.0         ┆ 6.114765 ┆ 7.075873 │\n",
       "│ 4          ┆ 0.0         ┆ 4.204422 ┆ 7.126404 │\n",
       "│ 5          ┆ 0.0         ┆ 5.328116 ┆ 9.85461  │\n",
       "└────────────┴─────────────┴──────────┴──────────┘"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def generate_data(\n",
    "    rng_key: Array,\n",
    "    alpha: float = 5,\n",
    "    beta: float = 0,\n",
    "    gamma: float = 3,\n",
    "    delta: float = 2,\n",
    "    n: int = 100,\n",
    "):\n",
    "    # Individuals\n",
    "    individual = range(1, n + 1)\n",
    "\n",
    "    # Treatment status\n",
    "    rng_key, rng_subkey = random.split(rng_key)\n",
    "    d = random.binomial(rng_subkey, n=1, p=0.5, shape=n)\n",
    "\n",
    "    # Individual outcome pre-treatment\n",
    "    rng_key, rng_subkey = random.split(rng_key)\n",
    "    y0 = alpha + beta * d + random.normal(rng_subkey, shape=n)\n",
    "\n",
    "    # Individual outcome post-treatment\n",
    "    rng_key, rng_subkey = random.split(rng_key)\n",
    "    y1 = y0 + gamma + delta * d + random.normal(rng_subkey, shape=n)\n",
    "\n",
    "    # Generate the dataframe\n",
    "    return pl.DataFrame(\n",
    "        {\n",
    "            \"individual\": np.array(individual),\n",
    "            \"ad_campaign\": np.array(d),\n",
    "            \"revenue0\": np.array(y0),\n",
    "            \"revenue1\": np.array(y1),\n",
    "        }\n",
    "    )\n",
    "\n",
    "\n",
    "rng_key, rng_subkey = random.split(rng_key)\n",
    "data_df = generate_data(rng_subkey)\n",
    "\n",
    "data_df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "From the data generating process, we know the true average treatment effect is $\\delta=2$."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
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0f371q1+FYvcAEFBNTU3asGGDWQIIvvmFVRqQFqM4V+CHtPe2NquxbJtZHqz8w4Wyu11KKBgc8HoAPVX6KSfI2+bR7pfeVTgqyIpTvxS3nl22Q+v5bgcsgbY8YA3EOmANxDpgHcQ7wklIkvN9+vQxf1JSUkKxewAIqLa2NpWXl5slgOCqaWrT57v3amR2fFD25/N61La32iz35/V4VD77UyWOGiJHVHjNtQ34kzM+TmnTx6n07bnmaBLhxmazadbQNJXXNWoP3+2AJdCWB6yBWAesgVgHrIN4RzhhfAcAABAxPtlWI2PmHKO3ayhVL1mltpo6JU8cGdJ6AD1BypRxcsS6tfOZ1xWO+qbEaGBajLnc6vGGujoAAAAAAAAIYyTnAQBARA1p3z8tRgnRzpDWo/SdeYrtkyt3ZnpI6wH0BA5XlNJPmazKBctVv3mbwtHUPklmObewOtRVAQAAAAAAQBgL2JXr/v37HzAc5JYtWzp97HgcvF0AAGBddc1tWlFcp/OGhTYh3rB9t+q+2KScy84OaT2AniRp7HBVLV6p7U+8rKG/+b5ssimcpMZGqaFKem99hU4flqv4EN8ABAAAAAAAgPAUsKtKRUVFZvLc5/OZZWePHY/OtgsAPYHL5VKvXr3MEkDwfLqtRl5jSPsgzTdvsDmi5ErOMssOZe/NM+fZThg6IGj1AHo6m92ujDOma+d/XlP10jVKCbMpH4wY98VnqLKlXs+vKtONE3NDXSUAAUJbHrAGYh2wBmIdsA7iHeEkoMPaGwn0Iz12PD8A0FMZDYA+ffrQEACCbH5htfqmuJXkDl6PVrszStGp2WZpaGto1J6PFytpQoHsTkfQ6gGEg7iBfRQ7oLe2P/GKvG1tCidGjCdm5mpc71S9sqZM5fUtoa4SgAChLQ9YA7EOWAOxDlgH8Y5wErCr14WFhcf0GACEu7a2NtXV1SkhIUFOJ8PeAsFQ3+LR8uI6zRqSFtT9+rweeZrq5XDHyWZ3qGLOEvla25Q8oSCo9QDCgTHqVeZZJ6rowWdU+tZc5VxwmsJFR6zP6JOoxdtr9eTy3br9pD6hrhaAAKAtD1gDsQ5YA7EOWAfxjnASsE+ocYfKsTwGAOGuqalJX3zxhcaMGaP4+OANrw1Y2aLtNWrz+lSQHRfU/Xpbm9VYUqjYvEGyu2JU8vZcxQ8fqKgEYh/ojDszXckTRqr4hbeVPmOiopITFQ72j/XTBqbo9XV7dMnITPVNiQl11QD4GW15wBqIdcAaiHXAOoh3hJOADmsPAAAQrCHteye7lRLz1dzvwVa7aoOad5cp5YTRIasDEA4yTplizkG/4+nXFY4m905SakyUHl26K9RVAQAAAAAAQJghOQ8AAMJaQ4tHS3fUamSQe80frPTtuYrOzlBMr5yQ1gPo6RyxbqWfMll7Plqk+s3bFG6cdpvOHJSqRdtr9UXJ3lBXBwAAAAAAAGEkLJLzra2tKi0tNeeMAAAA2N+SHbVq9fo0Kjt0Q1a1VNaoevkapUwaZc6rDeDIkicUKDo7XUWPvCiffAo3o3PjlZvo0r+X7pLPF371BwAAAAAAgMWS81u3bjV/iouLD/uczZs36/zzz1dCQoJyc3MVExOjs88+25w3AgB6KiMx53a7SdABQTK/sEr5SdFKjQ3BkPY2u2xOlyo/WSG726WEkUOCXwcgDBnD2meedZLqNxapYu5S9XhfxrpRGuw2m84enKYvSuvNG4QARA7a8oA1EOuANRDrgHUQ7wgnIUnOL126VIMGDTJ/7r777k6fs2PHDk2ZMkVvvfWWWlpazB4pHo9H7733nk444QQtXrw46PUGgK6Ii4vThAkTzBJAYDW1ec3E2MgQ9Zp3uNyKzR6o0tfnKGnMcDlcoZvzHgg3cf16KWH4IO146lV5mprVkxmxHt97mFl2GJIRqwGpMXpk6S55vPSeByIFbXnAGoh1wBqIdcA6iHeEk5Ak59988819wz/ecMMNnT7nhz/8oSoqKjp9rKGhQddcc4053D0AALAuY675Zo8vpPPN75m3VG17G80h7QF0T8aZ09W2t0HFz7+tcGPcjX/2kDQVVTXp4y1Voa4OAAAAAAAAwkBIkvMdvd7T09M1fvz4Qx43hrp/+eWXzQtesbGx+s9//qPa2lqtWbPGvPPFYAyJ/8ILLwS97gBwNPX19Vq0aJFZAgiseVurlJcYrYw4V0j239bcIFe2UylTRsqVmhySOgDhzJWcqLSTJqn0zY/UsH2XeipPc6P2Fq0xy/31SXGrICtOTyzfrRaPN2T1A+A/tOUBayDWAWsg1gHrIN4RTkKSnN+yZYuZeB89enSnj7/66qv7etb/v//3/3T11VcrPj5ew4cPNxP1HV5//fWg1RkAuso4f7W1te07jwEIjOY2rxabQ9qHrtd8/YZCOWKjlThmaMjqAIS71KnjFJWWoqKHnuvB350++bweszzYWUPSVLa3RW+t2xOSmgHwL9rygDUQ64A1EOuAdRDvCCchSc6XlpaaZV5eXqePz5kzZ9/ywcPeDx482Ow9bwTYypUrA1xTAADQk4e0N+acHxWi+eYNFfOWmqU7JzNkdQDCnd3pUNY5J2vvhq3a89EihZuseJcm5Cfo6RUlamgxEvgAAAAAAABAD0rONza2DwdpDFnfmQULFpg9642e8p0l8Pv372+WJSUlAa4pAADoqeYVVik30aWM+NAMad+4Y7f2biw0l22yhaQOQKSI69dLiaOHaseTr6i1LvyGoJs5KFUNrV69vKYs1FUBAAAAAABADxaS5Lzb7TbLvXv3djrkfUfP+hNPPLHT9VNSUsyyoaEhoPUEAAA9d0j7RduNIe1D12u+5K2P5YiNCdn+gUiTOXO6vB6Pdjz1qsJNckyUpvRO1Iury1TT1Bbq6gAAAAAAAKCHCklyPjOzfejXdevWHfLYe++9t2956tSpna5fW1t7xJ73ABBKMTExGjVqlFkCCIxlO0M7pH1r7V7tmbNEMf36ytcULfnoOQ8cL2d8nDJOnao9sz9V3fqt6knsUdGKzR1olodz6oBUeX0+Pf95+43GAMITbXnAGoh1wBqIdcA6iHeEk5Ak58eMGWPOGb9ixQpt3rz5gMeeeOKJfcsnn3xyp+tv3dp+sS43NzfANQWA7nM4HEpMTDRLAIExr7BaOQkuZYZoSPvy9xeYZcrY4ZLXiHWS84A/JE8okDsvS0UPPStvW8/pgW6zO+Rwx5nl4cRHO3RS32S99kW5yutbglo/AP5DWx6wBmIdsAZiHbAO4h3hJCTJ+YsuusgsvV6vufzxxx9r9erVuvnmm7V06VJzvvlJkyYpPz//kHVbW1u1atUq8zlDhgwJQe0B4Miam5vNm4iMEoD/tZhD2teEbEh7b2ubSt6eq6TRw+SIi5aiWiSbNyR1ASKNzW5X9nmnqbG4RCWvfqiewtvWoqaKYrM8kpP6pcjltOvpFSVBqxsA/6ItD1gDsQ5YA7EOWAfxjnASkuT8lVdeqaFDh5rLa9eu1emnn272pn/ooYf2Ped///d/O1139uzZamxsNJeNBD4A9DTGTUS7du0ySwD+t7y4To2toRvSvnLBcrXV1Cllyljzd1tUz+ndC0QCd06GUqeOV/EL76hxZ89Icvs8bWqt2WOWR+KOsuuU/sl6d0OFimuaglY/AP5DWx6wBmIdsAZiHbAO4h3hJCTJeafTqVdffVV5eXnm8Pb7/xhuueUWXXDBBZ2u+9RTT+1bPuWUU4JWZwAA0DPMK6xSdrxLWQnBH9LeJ592vz5bcYP7Kjo9Jej7B6wi/eRJikpJVOEDT+/7HyFcTO2TpIRop55YvjvUVQEAAAAAAEAP4wzVjgcPHmz2mn/00Uc1f/581dbWqlevXrr88ss1c+bMTtepqKgwh73v06ePEhISNHny5KDXGwAAhE6Lx6tPt9VoWp+kkOy/ZsU6NW7fpV7XXxyS/QNWYY+KMoe33/7YSyp7Z56yZs1QuIhy2HXGwBS9tKZcV4xu0IC02FBXCQAAAAAAAFZPzhvi4+N16623mj9dkZaWpo0bNwa8XgAAoGdavrNODcaQ9jmhGdJ+98sfyJ2Xrdi++SHZP2AlsX3zlDxhpHb853UlTxyp6IxUhYsJ+YmaW1itR5fu1l1nDQh1dQAAAAAAAGDlYe0BIJIZU3fk5OSYJQD/ml9UrUxjSPv44A9pv3dTkerWblLq9PGy2Wz7/u5rJdaBQMmYOU32aJeK/vmcOa1EqNgcTkUlppllVzjsNs0clKqlO2v1RcnegNcPgP/QlgesgVgHrIFYB6yDeEc4ITkPAH7mdrs1YMAAswTg3yHtPymq1qjsuAOS48Gy6+X35cpIUcKw/l/90WeXWl3tJQC/c0RHK/vck1WzYq0q5i4NWT3sTpfc6flm2VXGCB+5iS49smyXfL7Q3VgAoHtoywPWQKwD1kCsA9ZBvCOccCUZAPzM4/Fo7969ZgnA/0Pajw7BkPaNxaWqXrJaqVPGyWbbv/nkk2ze9hJAQMQP6a/EkUO07d8vqqWyOiR18Hm98jQ3mGVX2W02nTU4TWtK6rW8uC6g9QPgP7TlAWsg1gFrINYB6yDeEU56xPgOpaWlWrZsmYqKilRbW6vW1tYur/vzn/88oHUDgO5qbGzUypUrNWbMGMXHh2ZebCASzS+sUna8S9kJ0UHfd8lrs+VMjFPi6KEHPmDzyRbTJF+jW/IFvzc/YBVZs05W4T/+o8IHntHgO2+STcGNN29rkxqKNyk2b5Ac0bFdXm9oRqz6prj16NJdGp+XEJJRPwB0D215wBqIdcAaiHXAOoh3hJOQJueXLFmin/zkJ5ozZ84xD/VIch4AgMjX0ubVJ9tqNK1vcvD3XVmtPXMWK/3UKbIzbxUQEo5Yt7LPP1U7n3lDe2YvUsZpUxQOjGT8WYNT9dDiXVpYVKPp/YJ/DgMAAAAAAEDPEbJh7f/9739r2rRp+vjjj+X1es3kfHd/AACANRhDQptD2mcH/87X0jfnyBblVPLEgqDvG8CBw9snjRmubY++pObyCoWLAWmxGpweq8eW7ZLHy/8wAAAAAAAAVhaS7l9ffPGFbrrppn1zPxg9SiZOnKixY8cqLS1NUVFRoagWAADooeZurVJOgktZCa6g7retvkGl781XysSRckQHfzh9AAfKPPsk1Rfu0NZ/PK2hv7glbIaJN3rP3/fJTn20pVJnDEoLdXUAAAAAAABgpeT8PffcYybmjYtpI0aM0LPPPmuWPcm2bdt033336a233tKOHTsUHR2tAQMG6PLLL9fNN9+s2NiuzzV5MGOkgPXr15vD+hs/S5cu1apVq9TS0mI+bowmcPLJJ3d5ew0NDfr73/+uF198UVu2bFFzc7N69eqlc845R7feeqv69OlzzHUFcGwcDkeoqwBEjOYvh7Q/KQTDQZe9O0++Vo9SThhz2OcwmA8QPA53tLLPP007n3pVZe/NV9ZZJwVpzzbJZgw6dmw3A/RKdqsgK05PLi/Ryf1TFOUI2QBmALqAtjxgDcQ6YA3EOmAdxDvChc0XgvHhjSR3YWGhmeDesGGD8vLy1JO88cYbuuaaa1RbW9vp44MHDzaT9gMHDjym7T/xxBO6/vrrD/t4d5Lzmzdv1qxZs7Rp06ZOH09MTNTTTz+tc889t1t1bGpq0sKFC83lgoICuVzB7akIAECHhUXV+tWHhfrxSb2VGR+87yNPY5M+/5+fK374QGWfc0rQ9gvg6Ere+Eg1q9Zr5F//T+6cTIWDkrpm/XX+Dt08NV/nD88IdXUAAAAAAABwBEan6jVr1pjLxlTtbrdb/hCSLhu7d+82e82feuqpPS4xv2LFCl1xxRVmYj4+Pl533XWXPvnkE82ePVvf+ta3zOds3LjR7JVeV1d3TPvY/34IYwj/cePGaeTIkd3ejrF/ox4diXmjfkY9jfoa9Tbqb7wO4/WsXLnymOoKAEBPGNI+N9EV1MS8wRjO3tPYrLQTJwR1vwCOLmPmiXLGx2nz356Q98upsnq67IRojc2N1zMrStTU5g11dQAAAAAAABACIUnOx8XFmWVPS8wbbrvtNjU2NsrpdOr999/XT37yE02ZMsW8keDhhx/WH//4x30J+r/85S/HtI/hw4ebQ+Z/+umnZvJ8+fLluvjii7u9nT/96U9mPQxGvYz6GfU06mvU+7333jNfhzHs/fe///1jqiuA7jNi7rPPPjNLAMc/pP2i7bUalR0f1P16mppV8upsJY0dpqjEhMM/0eaV3I3tJYCgcURHKfeSM9Wwdbt2vfhuwPfnaWlS/Y71Znk8zhiUquqmNr2xttxvdQPgX7TlAWsg1gFrINYB6yDeEU5Ckpzv16+fWVZUVKgnMeZ/nz9/vrl84403mknug91+++0aNmyYuXzvvfeqtbW12/uZNGmSbrnlFk2ePPmYh0Aw9msk+A1GfYx6HWzq1Knm6zDMnTvXnNseQOB5vV6zEWCUAI7P0h21Zg/TYCfnyz5YKE99g1JPnHjU59rsTDoPhEJMfrbSZpygXS+9q7oNWwO7M59X3tZmszwe6XEuTcxP1HOfl6q+JTx6/ANWQ1sesAZiHbAGYh2wDuId4SQkyflLLrnEHNrdSIT3pEB59dVX9y3fcMMNnT7Hbrfr2muvNZerq6vN+eFDwdhvTU2NuXzdddeZ9erM/nPbv/LKK0GrHwAA/hrSPi8xWhlBHNLe29Kq3a98oMQxw+RKTgzafgF0X/pJE80k/da/PSFP4/H1ag+W0wemqLHVq1fWlIW6KgAAAAAAALBCcv7b3/62cnNzVVZWpvvvv189xYIFC/YNuz9+/PjDPm/GjBn7lhcuXKhQ1vXg+hxswoQJio2NDWldAQA4FkaP+UXbazQqu306nGAp+3Ch2ur2Mtc8EAZsdrtyLj5TLdV12vboSwoHyTFRmtI7US+tLlNtU1uoqwMAAAAAAIBIT86npKTo+eefN5PgP/7xj/XII4+oJ1i3bp1ZDhw40Jyr/XCGDh16yDrBtnbt2k7rczDjdRivJ5R1BQDgWCzZUaNmj0+jcuKD22v+5feVOGqoXKnJQdsvgGPnSk1S9qwZ2vPRIlV+ukLh4NQBKfJ4fXpxVWmoqwIAAAAAAIAgOnwGOoDmzZtnlnfffbd+9KMfmT3pjR70l112mUaOHKmkpCTZbLYubeukk07yS52ampq0Z88eczk/P/+oNxcYNxbU19drx44dCoWdO3eapVGP5OQjJw969eqlVatWqby8XM3NzYqOju7WvkpKSuRwOI74nLy8vG5tE4hkbrdbw4YNM0sAx27ulirlJ0WbczQHS/lHi9RaXaf8a44+17zJZ5Ov2WWWAELHmIZi78YiFT7wjOIG9lF0Rqpft293Rismq69Z+kN8tFPT+ibrlS/KdVFBplJjo/yyXQDHj7Y8YA3EOmANxDpgHcQ7wklIkvMnn3zyAcl3Y/751atXmz/dYWyjrc0/Q0HW1dXtW46PP3oPvY7k/N69exUKHfXtal07GPXtbnL+9NNP33fjwuFs375933JHnRoaGuT1eg94nrHvqKgotba2mjcK7M+4ASAmJsb8PBjH9mDG8Px2u12NjY3yeDwHPOZyucwf4/Ng3GixP2OdjqH9O3u/jH0a+zbWO/jzZNTVqHNn2zU+fx3H1qivUe/9GV8CxsgFxus0Xu/+jL8bjxuvw3g9BzvSMezYbktLi/nT2TE01jHWPZhRX6PenR3DI703RzuGHe9NZ8fwSO/N0Y5hx3sTzGPYsd3jOYbG6zCW93+9Xf18d/cY+uPz3dkx7Orn+1iOIeeIA48h54jO35umVo+2lFZpbJ8M83dPs3EcDjyG9qho2ewOedta5PMcuF2bwym70yWf1ytv68HzUNvkiI5p325Lk+RrP4beNo8qFi5W0thhik5Pad+f7cB9mnz2Ax/z2r9c9n2ZpLdJNm8n6335WFe329m6x7xdHXndzh47ap26sN1jeq2B2m6YHsMe9d6E4Bh2cbs2u0/ZF52iXS+9q+1P/ld9b7pKTneMX88RNmeUvG3NsitaNoex3Vb5PAeev439Gecmn88rr7HuQeyuGPM8621p1kn50dpS4tWrK7br8tFZfvkOpB1BO2L/Y2jldsTx/q9hrGcch574vwbnCM4R3TmGnCOOfI5IS0uLuOsRnCM4R3TnGFrlHGHEunGMDj5OVrxmyTmCc0QknyM6uybfE//X4BzRLlzOEQe/f2GdnDccfEAO/j3Y9v9gGB+Wo+lIcHcWPMGsb3fqGsj6rly5ct/y9OnTzXLTpk0H3PRgGDx4sDIzM81e/Fu3bj3gMWMEgIKCAjOg9t9ehxNOOMEM2MLCQlVWVh7wWL9+/cze+9XV1Vq/fv0BjxmBOHbsWHP5888/P+SzZjxmPMcYBaG09MChRY1RFPr27WueHNasWXPAY8axnzRpkrn8xRdfHBLIxmsxXtPu3bv3jXTQISsrS4MGDTLfx4Nfq3HymDZtmrm8YcOGQ054xjQG6enp5jE0jsX+UlNTNXz48MMew8mTJ5snmC1btpjHan/9+/dXbm6uqqqqtHHjxgMeS0hI0OjRo83lzrY7fvx482S5bds2s14Hj9zQp08f87NgHKf9GSe6CRPa53Q2bs45+CQ7atQoJSYmqri4WLt27TrgsZycHA0YMMD8TB9cJ+OkPWXKFHPZ+Dwc/GVk3EFnNMyN99uo8/6MvxuPGyfdzl7r1KlTzffI+HzX1tYe8JgxhUR2dra53aKiogMeM16H8XqMz19n2504caIZq8Z7WlFRccBjxvEzjmNNTc0h01MYX2Djxo3bdwwP/mIdM2aM+YVuHEPjs7g/4/023nfjM2aMrrE/43NifF4Mxj4P/vIcMWKEOYqIsc2DRxDJyMjQkCFDzC/yzl4r54h2nCOOfo64OMemxC+HtG/cvUU+74Gf79jcgXK449RSU67WmgNvIotKTJM7Pd9MujUUbzqwQja7EvqNNBebSovkbf2q0dnrhjPUUvble+Vsk811YAPM1+aQWqLNJKEt5tDEm6+hPaEnV4tsjgMb0GYPe49Tcnhkiz7w8+Dz2KXm9jt7O91uo7s9SRnVKpvzwOPga4mS2qI6367XJjV9WSd3kw4emGjfdo3XGnXgOdjX6pRaXZLdK5v7wIa5GSaN7Q1oRTebidEDHm+KlryO9voevN2jHsPYox/Dzt6box3DjvcmUMews+0e6Rjuv90jHcPO3psjHMOjvjdHOoYd2z3aMezsvTnSMTyez3dXj6G7Sc4Yqfc3zzR/bSrZEpBzhMHoQe+MS1JrXaVaqkoOeMz4u/G4cTPAIds1/sk2t2tT054d8jbV67pe5oHVypW797UjjHbA5s2bD1iPdsRXaEe0ox0R2P81jM+98VqN497T/tfgHME5wsA54vjPEUZMGDFlHI9Iuh7BOYJzhIFzxFeMz77x+TWO08Gfbytes+QcwTkiks8Rnb03PfF/Dc4R7cLlHGEcM+Mz4m82Xwiy4gf3nD8eH3/8sV+2YwSecXI1XHHFFXruueeO+HzjJFRWVmaeqLrb478zv/zlL/WrX/1q32syjtGRGB8gY955ox7GsPNHYryeF154wVw2esB33Bl8JMYHduHCheaycYI3vjz2P0EYwWZ8dDqS/cYJpQN3mIX3HWbh0pulJ99hZjQQjEaP0WjrOG5Wv8Nsf5wjDjyGnCM6f28e+HSnyutbdc2kvkHpOW/MNb/x7n/KnZupjJOndr1nsc1IGLbI12QMbW+n53y36mSBXt9HrVO4vTc9t+f8/utWf7ZG1UtXq++3rlLiyCF+Okc0qal8h9wZveSMTfJLz3mfz6MWj0+PL9utMbkJunFKH+5Upx3R7WNIO8L//2sYr8248G9cDDKe09P+1+AcwTmiO8eQc8Th3xujHkbiwIh1o16Rcj2CcwTniO4cQyucI4z9GYkbI2F18GiyVrxmyTmCc0QknyM6uybf0/7XCOQx5BwRuJ7zHTeTGDef+GvahJAk53si4w3uuPvhnHPO0ZtvvnnE5xsBYryxxh0Yn376adCT88Z+Fy9ebH7Ijja0/rnnnqu33npr3+vsyrD2+yfnjRsQutJDH0A7IyaNO6s67u4C0D11zW264uk1mjUkTSf2Sw7KPne9+oGKn3lD/W65Vq6UpK6vaCTnY5q+7Pn71Y1sAELHSLjvePIVtVbXquAv/6eopITj3qanucHsCR+bN0iO6C9HJvCTeYXVemv9Hj1y6TDlJTE3HhBqtOUBayDWAWsg1gHrIN4RCEYCv2P0CX8m57mK/CXjgHb0KD94qI6DGUPodNwhYgzJEArGsCQGox4HD+NxsI6hGYwhGbo73zwAAMH2ybYaebw+jfpySPtAa2toVMkrHyhpXEH3EvMAeiSb3a6cS840R8Qo/Md/5Dto1I2eZkrvRCVEO/XE8gOHaQMAAAAAAEDkITm/H2NOC4Mxp8LBwyTsb/+5P4whcUJZ14PrczDjdRjzcISyrgAAdMfHW6rUPy1GSW5nUPZX8sZH8jS1KG3GxKDsD0DgRSXEK+fCmape/oVK3vDPNFiBEuWw67SBKZq7tVqFlYcOaQcAAAAAAIDIQXJ+P9OnT9/XG3358uWHfd7cuXP3LRvDGISyrgfX52DLli3b18s/VHUFrMaYm8QYicMoAXRPdWOrVu6q0+js4PSab62rV8nrHyl50kgzmXcsfG0Ov9cLwPGLH9xXqVPHaedTr2rvxvb5wY6VMZe8My7JLANhUn6iUmOj9PiyXQHZPoCuoy0PWAOxDlgDsQ5YB/GOcNJjkvPGUPHGPO8PPvigfve73+nXv/510Otw4YUX7lt+7LHHOn2O1+vVk08+aS4nJyfrlFNOUSgYc9InJbUPvfvEE0/I5+t8uM7HH3983/JFF10UtPoBVp8mwxipwl/zjwBWsqCoxixHBik5bwxn7/P6lHbiMfaaN+aZb4lmvnmgh0o/fZrceVna/OdHzJtxjpU9KloxWX3NMhAcdpvOGJSiT7fXakP5sdcTwPGjLQ9YA7EOWAOxDlgH8Y5wEvIryYsXL9Y555xjzod+wQUX6Hvf+55+9rOf6Ve/+tUhzy0tLdXkyZM1adIk3XbbbX6vi7HdE0880Vx+5JFH9Omnnx7ynL/85S9at26duWzUISoq6oDH58yZI5vNZv5cf/31ChSXy6Vbb73VXDbq8+c///mQ5xj1N16HYcaMGZo4keF6gWAwbuJpbm42SwDd8/GWSg1Mi1V8dOB7o7dU1ajknblKnTJGztiYY9yKT7IZsd6z57QGrMrusCvn0rPlaWzW1vuePOwNrUfj83nlbWsxy0AZm5ugrHiXHlvG3PNAKNGWB6yBWAesgVgHrIN4RzgJ6fgOv//97/Xzn/9cHo/nkAtlRnL7YFlZWcrOztbrr7+uVatWmesaw1T407333msO/97Y2KiZM2fqJz/5idk73vj9ueee08MPP2w+b/Dgwbr99tuPeT/792g3rFy5ct/yu+++q6Kion2/Dxw48IBh7Dv8+Mc/1vPPP6+NGzfqjjvu0ObNm3XllVcqJiZGH3/8sTkCgTHnvPH73/72t2OuK4DuaWhoMGN6zJgxio8PTu9fIBJU1LdqTUm9LhuZGZT97XrpXdkcDnPY62Nm88kW0yRfo1vyHdp2ARB6rqQE5Vw8Uzv/85p2v/qhci86o9vb8LY0qaF4k2LzBskRHRuQetptNs0clKqnVpRo1e69GpVDGwIIBdrygDUQ64A1EOuAdRDvCCchS87/4x//MBPfHYYOHWomwZcuXWrOk344N9xwg5mcb21t1dtvv62vf/3rfq3X2LFjzYT3Nddco9ra2gPq2MFIzL/11ltKSEg45v0Yr+Nw/vCHPxzw+3XXXddpct7Yv1GPWbNmadOmTeaNAx03D3RITEzU008/bZ6QAADoyeYVVsluk0ZkxwV8X027ylT+wUKlnzpVDndghqkG0HPED+qrtBMnqPiZ1xU/pJ8Shw9UTzQyO075SdF6bNku/fXcQZ3esAwAAAAAAIDwFZJh7Xfv3m329DYY8z8Y87uvXbvWTNifcMIJR1z3rLPOUnR0+0V0o3d4IJx33nlmz/wf/OAHZiI+NjbWnF9+woQJZuJ8xYoVZm/2nsCoh1Efo15G/Yx6GvUdMmSIWX/jdZx77rmhriYAAEc1Z2uVhmTEKTYq8EPab//Pa3LExyll8uiA7wtAz5B+6hTF9M7Vlr8+qtaaOvVERjL+zEGp+qK0Xst29sw6AgAAAAAAIMx6zj/00EPmMPHGxad77rnH7BneVUZivqCgQMuXL9fq1asDVsc+ffror3/9q/nTHSeffHKX5rI81vkuOxMXF2fe7NBxwwMAAOGmtK5F68oadPXorIDvq279VlUv/twc5truDOkMPwCCyGY35p8/S9seelab//Kohvzie7I7An8zUHcNyYhVv1S32Xt+Qn4CvecBAAAAAAAiSEh6zr/33ntmmZubq29/+9vdXn/AgAFmuW3bNr/XDQAAhKbXfJTDpmFZgR3S3ieftj/xsqJzM5U4akhA9wWg54lKiFfOZWerbt1mFT/7lnoiIxl/1uA0ba5o1IKimlBXBwAAAAAAAOGenN+6dat50WnatGnH1BPEGLrdYMwJDwA9jTGaxdSpU80SQNd8tLlSIzLj5HYGtmlS9elK1W8sUubM6bLZ/LAvn02+hhizBBAe4vrmK+O0adr9yvuqWrKqS+vYXTGK7zfSLIOhf2qMBqfH6vFlu+Tx+m/ELQBHR1sesAZiHbAGYh2wDuId4SQkyfmamvYeIKmpqce0fnNzs1lGRUX5tV4A4A/GTUd2u51haIEuKqpqVGFVk8bkJgR0P962Nu146lXFDeqjuH69/LRV234/AMJF6rRxShg2QFvue0JNJeVHfb7xnW7c0BPM7/azBqdqR02zPtpSGbR9AqAtD1gFsQ5YA7EOWAfxjnASkuR8SkqKWVZVVR3T+tu3bzfL9PR0v9YLAPyhsbFRq1atMksAR/fxlirFRNk1JD02oPspe3+BmssqlTFzuv82avNK0U3tJYCwYfyznn3hGXLGxmjTH/4lb3PLEZ/vbWlWw67NZhksvZLdKsiK05PLS9Tq4RwDBAttecAaiHXAGoh1wDqId4STkCTn+/TpI5/Pp+XLl3d73fr6ei1evNi8oDZ8+PCA1A8AjofH4zGn3TBKAEdmtAc+2lylkdnxcjoCd2drW0Ojdj3/tpLGDpc7078399kcJM2AcORwRyv3inPUtLtMhf98Tj4dfvh4n88jT1O9WQbTmYNTVba3Re9uqAjqfgEroy0PWAOxDlgDsQ5YB/GOcBKS5Pzpp59ullu2bNH8+fO7te7999+vhoaGA7YDAADC0/ryBpXubdHY3PiA7mfXC+/I09Ki9FMmB3Q/AMKLOytd2Recpoq5S1T29jz1NNkJ0Rqbl6CnV5SouY0bgQAAAAAAAMJdSJLzX//61+VwOMzl73znO6qs7No8irNnz9Yvf/lLczk2NlbXXnttQOsJAAACP6R9YrRD/VNjAraPxuJSlb49R2nTJyoqMbA3AQAIP0kjhyplylhtf/y/qlu3RT3NGQNTVd3UptfXloe6KgAAAAAAAAjH5PzQoUN14403mkPZbtiwQZMnT9abb75p/t6ZrVu36kc/+pFmzZqllpYWc0j722+/XWlpaUGvOwAA8A+P16c5W6o0OidedlvghrTf/th/5UxMUOq0cQHbB4DwlnHGdMX0ytGmP/1bLZXV6knS46I0KT9Rz60sVX0Lw/MBAAAAAACEs5Ak5w333Xefpk6daibkjeHtL7jgAqWmpur555/f95yxY8cqJydHgwYN0j333KPW1lbz7zNnztQvfvGLUFUdAI4oOjpaAwcONEsAh7dyV53ZG3RsbkLA9lG1fI1qVqxV5pknyu50+n8HPpt8zS6zBBC+7A67ci87W8a085v//Ii8bW0HPG5zuhSdnm+WoXD6oFQ1tXn139VlIdk/YCW05QFrINYBayDWAesg3hFOQpacd7lcev/9980h7o0EvfFTU1OjiooKs2e8YdWqVSotLd33uOG6667Ta6+9tu85ANDTREVFKTs72ywBHN6crVVmj9D8pMA0mo3k2vZH/6vY/r0UP7R/QPYh2SSPkfSnXQKEO2d8nPKumKX6zdvNETf2Z3c45UpMM8tQSHI7NbVPkl5aXabqxvYblgEEBm15wBqIdcAaiHXAOoh3hJOQJec75o1/4oknNHfuXLPnfFxc3L5E/P4JeeNOl7PPPltz5szRY489Zib2AaCnMkb5KCkp2TfaB4BDtbR5Nb+wWmNy4gN2w13pm3PUXLZHWWfPCOBNfT7JYfSw7XxqHgDhJSY/W5mzZqjs3fkq/+jTfX/3etrUUlthlqFyyoAUs3zu89KQ1QGwAtrygDUQ64A1EOuAdRDvCCeh6fpxkBNPPNH88Xg8Zm/5Xbt2mb3ojWR9VlaWxowZI7fbHepqAkCXNDc3a/PmzYqPj+dOPeAwluyoVUOrN2BD2rdW16r4xXeUPHGUojPTFDA2n2zRLfI1uhnaHogQyeML1LyrTEUPPWfOQx8/qK98bS1q3rNTjugYKUS95+NcDp3UL1lvrN2jiwsylRnPDctAINCWB6yBWAesgVgHrIN4RzjpEcn5Dg6Hw5xn3vgBAACR66MtleZw9oFKLm3/z2uy2e3KOGVyQLYPIHIZI20Yveebyyq06Q8Pq+DP/yt7TM/4t+nEfsn6ZFuNnl5Roh+c2DvU1QEAAAAAAEA4DWsPAACsp77Fo8XbazU6Jz4g269bv1UVHy9W+mlT5Ihh5B0A3Wd3OpV7xSz52jza9Md/y+vxqCdwO+3m8PbvbazQzpqmUFcHAAAAAAAA3RSyLiDV1dVasGCBFi1apNLSUlVVVamurk6JiYlKTU1Vdna2Jk+erOnTpyshITBD3gIAgOCbV1itNq8vIEPaGwm0ooeelTsvW8njR/h9+wCsIyohXnlXzNL2x/6rkldnK3lyP/UEU3onan5htZ5Ytls/Pa1n1AkAAAAAAAA9NDlvJOTvuusuffDBB/L5fEd9vt1u19lnn60777xTkyZNCkodAeB4p+gwbjQySgCHmr2pUgPTY5Tk9n8zpPTNOWrcWaI+37lSNltwBgjyeRiICIhUMb1ylXXOKaqYu1QJo3vJZgv9d3uUw67TB6XopdXlumJPgwamx4a6SkBEoS0PWAOxDlgDsQ5YB/GOcBK0q8nNzc266qqrNGPGDL3//vvyer37kvNGefBPx989Ho/eeustTZkyRTfccINaW1uDVWUAOCYxMTEaNWqUWQI4UNneFq0q2atxAeg137ynSsXPv6XkSaMVk5OpoPDZpWZ3ewkgIiWPL1Bs397a9KsnVb+1WD3BhLxEZcRF6dFlu0JdFSDi0JYHrIFYB6yBWAesg3hHOAnKleS9e/eaSfkXXnjhkN7yRs/4vn37avTo0Zo2bZoZPH369DH/vj9jvSeffFKnnXaaGhsbg1FtADgmxvlq/xuQAHzl4y1VinLYVJDl//nmtz3youyuKGWcNlnB49vvB0Ckyjz7JMX0ztWmP/7LvBEo1Bx2m84anKZlO+v0+a66UFcHiCi05QFrINYBayDWAesg3hFOgpKcv/XWW7VkyZJ9v8fHx+uWW27RvHnzVFtbq61bt2rFihWaP3++Vq5cqcLCQtXU1GjOnDn67ne/q7i4OHM9I6gWLlyoH/7wh8GoNgAck/r6en3yySdmCeArxvf4h5sqNSIrTu4o/zZBqpatUfWSVco86yQ5oqMVNDafbLGNZgkgctmj7Orz3bMUnZ2iTb9/WN6W0I/mNTI7Tr2SovXvpbu4+AD4EW15wBqIdcAaiHXAOoh3hJOAJ+eNIewff/xx2Ww286LROeeco6KiIt17772aPn36YYeYiI2N1UknnaS///3v5vNnzZpl/t3YxsMPP2wm7gEAQPjYWtmobdVNfh/S3tvcom3/fkGxA/soYcQgv24bAPaXceaJaty5W4UPPC1fiEfMMP6/OntImjaUN+iTbTUhrQsAAAAAAAB6SHL+vvvu27d8+eWX64033lBKSkq3tpGamqo333xTl1122b6//e1vf/NrPQEAQGDN3lyleJdDg9Nj/brd4hffUWtlrbJnnWwmqwAgUNzpqcq+4HRVzF+mktc+CnV1NCg9VoPSY/To0l3yeOk9DwAAAAAAYOnk/I4dO/Tuu++aF8rz8/P16KOPHtf2jPV79epl9p5/++23tWvXLr/VFQAABI6RNJq9uVKjc+LNuZL9pX7rDpW89qHSZkyUKy3Zb9sFgMNJGjlEqdMnaMdTr6p6xdpQV0dnD07Tjppm8xwLAAAAAAAACyfnP/roI3m93n3zzhtD1R8PY+55Y656g8fj0YcffuiXegIAgMD6fHedqhrbNC7Pf0Paez0eFf7jabky08xEGQAES8ZpUxQ3qI+2/OVRNRaXhrQuvZLdGpUTr8eX71ZLW/v/XgAAAAAAALBgcn758uX7lr/+9a/7ZZv7b2f/7QNAT2HciDRx4sTjviEJiLQh7TPiotQrKdpv2yx5bbYathWbQ0zbHQGfqadzPpt8jW6zBBDBDop1m92u3EvOkiM+Vhvv/qfa6htCWr0zB6WqsqFVr6/bE9J6AJGAtjxgDcQ6YA3EOmAdxDvCSUCvZK9YscIs+/Tpo8zMTL9sMysrS/369Ttg+wDQk9jtdkVHR5slAKmpzav5hdUam5vgtznhjZ6qxc+/rdRp4xSTm6XQsUk+I9ZJzgOR7dBYd7ijlX/VuWqtrtGWvz4m35cjhoVCZrxLE/MT9ezKEtW3eEJWDyAS0JYHrIFYB6yBWAesg3hHOAnop7S0tNS8CD9ixAi/bnf48OHmvPMlJSV+3S4A+ENTU5PWrVtnlgCkT7fVmAl6IznvD0YboPCBp+VMjFf6yScopGxeydXcXgKIXIeJdVdainIvO1s1n6/XjqdeUyidMSjVPNc+/3loh9kHwh1tecAaiHXAGoh1wDqId4STgCbna2trzTI5Odmv2+3YXk1NjV+3CwD+0NbWpoqKCrMEIH24qUJ9U9xKj4vyy/bK3puvveu3KvuC02SP8s82j4fNSS9VwAoOF+vxA/oo88wTVfL6bO2Zs0ShkuR26qS+yXp5TZn21LeErB5AuKMtD1gDsQ5YA7EOWAfxjnAS0OR8R/I8KSnJr9tNTEw8IPkPAAB6poqGVi0rrtO4PP/0mm8ur9COJ19T8oQCxfXN98s2AeB4pUweo6RxI8xRPfZuLAxZPWb0T1aUw64nlzPCGAAAAAAAgOWS883Nze078fMcDx3ba2mhRwgAAD3ZR5sr5bDZNCYn3i/D2W+9/z+yu13KOGO6X+oHAP5gTOWVdc7JcudlaePvH1ZLRXVI6hET5dBpA1L03qYKbatqDEkdAAAAAAAAEKLkPAAAsC4jmf7+xkqNyIozE0bHq+ydear7YpNyLjxDDne0X+oIAP5idzqVd8Usc3nj3Q/J2xyaG4mn9E5SakyUHlm6KyT7BwAAAAAAwOGRnAcAP3O5XOrTp49ZAla2uaJR26qbNN4PQ9o37SrT9qdeVfKkUYrr30s9hs8mX0uUWQKIYF2MdWd8nPKvOk+NxSXa+ven5JMvaFXcVweHTWcOTtWi7bVaU7I36PsHwh1tecAaiHXAGoh1wDqId4QTZzB2smTJEv3617/26/YAoKcyGgC9evWg5CEQIh9sqlRitEOD02OPaztej0db7nvSTHr1vOHsbVJbVKgrAaAHxbo7J0M5F83UruffVkzv95R32VkKttE58ZpXWK2HFxfr3vMHm8PuA+ga2vKANRDrgDUQ64B1EO8IJ0FJzi9dutT8AQAraGtrU01NjZKSkuR0BuU0C/Q4rR6vOd/8mNwEOezHlxQqeX226jdvU+9vXCqHq6clwn2SwyN5jGH7SX4Bkat7sZ44fJCaT5ms4ufeVEyvbKVOHqNgsttsOntImv61ZJcWFNXoxH7JQd0/EM5oywPWQKwD1kCsA9ZBvCOc2IM156y/fwCgp2pqatK6devMErCqpTtrVdvs0YTjHNK+YfsuFT/7llKnjVds71z1ODafbNEtZgkggh1DrKfPmKSEEYO05d4nVF+4U8FmjFoyJCNW/15SbN4wBaBraMsD1kCsA9ZArAPWQbwjnAT09pGTTjqJIRQBALCgDzZWKi8xWjmJ0ce8DW9rm7b+7Qm50pKVfsoJfq0fAASa8X9Q9kVnaPujL2nT3Q9pxJ/+n6KSju+Gpe46d2ia/jp/h95ct0cXFWQGdd8AAAAAAAAIcnJ+zpw5gdw8AADogWqb2rRoR63OGZJ2XNvZ+fTratxZoj7fvkJ2hqMCEIYcUVHKv+pcbfvn89r4+39q2K+/L3tU8M5n2QnRmtgrUf/5rERnDEpVfDTnUgAAAAAAgIgf1h4AAFjHnK1V5hQ0Y3OPvYdozcp1KnnjI2WcMVXu7Ay/1g8AgikqMUF5V52rhi07VfjgM/IZ89cH0ZmDUtXs8erZlaVB3S8AAAAAAAAORXIeAPzMbrcrNjbWLAEren9jpYZlxik+2nFM67fW7tWW+55U7IDeSpk8Rj2dz8sUPoAVHE+sx+RnK/ui01Qxd4lKXp2tYEp0OzWjf4pe+aJcJXXNQd03EI5oywPWQKwD1kCsA9ZBvCOc8CkFAD8zGgHjxo0zS8Bqtlc1aeOeBo3PO7Ze80aP0sJ/PC1fa5tyLjpDNlsPb6r47FJTTHsJIHL5IdaTRg5V2okTtOOp11S1bLWC6eR+yYqNsuvRpbuCul8gHNGWB6yBWAesgVgHrIN4RzjhSjIAAPCbdzdWKM7l0LCMuGNav+z9hapetlrZF5ymqIR4v9cPAEIp/bQpShjWX1vueVwN24OXKHc57TpzcJrmbK3WurL6oO0XAAAAAAAAByI5DwB+tnfvXn366admCVhJm9enDzZValxuvJyO7g//3LizRNsf+6+SJxQoYegAhQWbV4ppaC8BRC4/xboxGkj2RWcqKjlRG+96UK01dQqWCfkJyklw6eHFxfL5gjvvPRBOaMsD1kCsA9ZArAPWQbwjnJCcB4AA8Hg8oa4CEHRLdtSopqlNE/MTu72ut6VVm//yiKKSEpRx1kkKJzamnAcswV+x7oiOUt5V58rb1KxNf/iXvK1tCga7zaZzhqbri9J6LSiqCco+gXBFWx6wBmIdsAZiHbAO4h3hguQ8AADwi3c2VKhXUrRyEqO7ve62R19S065y5V52thxRUQGpHwD0FK7kRDNBX795uwoffEY+Bacn+5CMWA3NiDV7z7e0MeIHAAAAAABAsJGcBwAAx62ioVVLd9RqwjH0mq9YsFzlHyxU1qwZcmelB6R+ANDTxOTnKPvC01Qxd4l2v/ph0PZ73rB0lde36OUvyoK2TwAAAAAAALQjOQ8AAI7b7E2VcthsGpsb3631mkrKzV6jCSOHKGnciIDVDwB6oqRRQ5V20kTtfOp1VS1dHZR9Zsa7NLVPkp5ZUarKhtag7BMAAAAAAADtSM4DgJ/FxMRozJgxZglYgc/nM4e0H5kdp5goR5fXM+ZZ3vznR+SIjVH2eafIFo6Tt/ts8jW6zRJABAtgrKefOlkJwwdoyz2Pqb5wp4LhjIGpstukx5btCsr+gHBCWx6wBmIdsAZiHbAO4h3hhOQ8APiZw+FQfHy8WQJWsLa0XsW1zZrYzSHttz/xihq371bu5WfLEd39eep7BpvkM5pTJOeByBa4WLfZ7Mq+aKai0pK16e6H1Fpdq0CLdTk0c1Cq3t9YqU17GgK+PyCc0JYHrIFYB6yBWAesg3hHOCE5DwB+1tTUpC1btpglYAXvbqxQaqxT/dO6fmdqxcLPVPbOXGWcdaJicjIVtmxeKaqlvQQQuQIc6w5XlPKvOlfellZtvPufZhlok3snmUPcP7hopzkCCoB2tOUBayDWAWsg1gHrIN4RTkjOA4CftbW1affu3WYJRLrGVo/mbq3WhLxE2bs4LH3jzhIV/uNpJYwcrJSJoxTubFHEOmAFgY71qMQE5V11nhqKirX1H0/Lp8AmzB12m84blqY1JfVaUFQT0H0B4YS2PGANxDpgDcQ6YB3EO8IJyXkAAHDMjMR8c5tXE/ITuvR8T1OzNv3xX3Imxiv7vNPDc555AAiQmLws5Vx0hioXLNOuF94N+P6GZMRpaEas/rlop3kuBwAAAAAAQGCRnAcAAMfs3Q0VGpQeq5SYqKM+1+gFWvjgM2our1LeFbPkiD76OgBgNYkFg5V+6mQVP/+WKhYsD/j+zh+WroqGVr2wqjTg+wIAAAAAALA6kvMAAOCYbKtq1Nqyek3sYq/5srfnqXLBcuVccJqiM1IDXj8ACFdpJ01S4sgh2vr3p7R3U1FA95UR79JJ/ZL1/OelKqlrDui+AAAAAAAArI7kPAD4WVRUlHJzc80SiGRvb6hQvMuhgqz4oz5378ZCbX/8ZaVMHmP2Co0kvlZnqKsAIMJi3ZjyI/vC0+XOztDGu/+p5vLKgO7vtIGpiomy65+LigO6HyAc0JYHrIFYB6yBWAesg3hHOCE5DwB+Fh0drf79+5slEKla2rz6YGOlxuclyOk48rzxrdW15jzz7rxMZZwxXRHFZ5daXe0lgMgVgli3O53Ku+pc2ew2bfzdQ/I0NgVsX9FOu84Zmq6F22q0fGdtwPYDhAPa8oA1EOuANRDrgHUQ7wgnXEkGAD/zeDyqra01SyBSzS+q1t4Wj07olXjE53nb2rTpj/+Wr82j3MvPkd3pUGTxSXYj1n2hrgiACIx1Z1ys8q4+T82le7Tlnsfk83oDtq8xOfHqnxqjf3y6U62ewO0H6OloywPWQKwD1kCsA9ZBvCOckJwHAD9rbGzUqlWrzBKIVG+t36MBaTHmXMVHsv3R/6p+c5HyrpilqIQ4RRybTzZ3s1kCiGAhjHV3ZrpyLztb1Z+t1fYnXwnoUPoXDE9XcU2zXvuiPGD7AXo62vKANRDrgDUQ64B1EO8IJyTnAQBAt2yvbtKakvqj9povn/2pyt6br6xzTlFMr9yg1Q8AIk38oL7KPHuGSt/4WKXvLQjYfnITozW1T5Ke/KxEFQ2tAdsPAAAAAACAVZGcBwAA3fLuhgrFuRwqyDp8T/i9m4pU9M/nlDyhQMnjC4JaPwCIRKknjFbypFHa/u/nVbNyXcD2M3Nwqpx2mx5eXBywfQAAAAAAAFgVyXkAANBlLR6v3ttYofF5CYpydN6MaK2u1aY//kvuvExlnn1y0OsIAJEq6+wZih3QW5v+/G817tgdkH3ERjk0a2iaPt5SpRXFdQHZBwAAAAAAgFWRnAeAAMzZ6nQ6zRKINAuLalTX7DnskPbellZt/P3D8rV5lHv5ObI7HYp0PqabByyhJ8S6zW4355+PSkrQhrseVGtNYJLnE/IS1D81Rvct3GHelAVYCW15wBqIdcAaiHXAOoh3hBOS8wDgZ3FxcZo8ebJZApHm7fV7zIRNZrzrkMd88qnwoWfVULhTeVeeq6gEC8SAzy41xraXACJXD4p1R3S08q46T97GJm38/T/Nm6L8zbiYcdGIdO2ua9YLq8r8vn2gJ6MtD1gDsQ5YA7EOWAfxjnAS+qtLAAAgLOysadLnu/cettd8yauzVTF3ibIvPF0xeVlBrx8AWIUrOdFM0Bs3Q239+1PyBaBbf3ZCtGb0S9azK0pUXNPs9+0DAAAAAABYEcl5APCz+vp6LVu2zCyBSPL2+grFRtk1MvvQO1Crlq/RjqdeU9qJE5Q0cogsw+aV3I3tJYDI1QNjPSY/WzkXz1TlwhXa+ewbAdnH6QNTlRDt0N8/2RGQGwCAnoi2PGANxDpgDcQ6YB3EO8IJyXkA8DPj4nVTUxMXsRFRmtu8em9DhcbnJSjKcWDzoXHHbm3562OKH9pP6adNkdXY7MQ6YAU9MdYThw9Sxsxp2v3f91X+0ad+377LadcFwzO0vLhO8wur/b59oCeiLQ9YA7EOWAOxDlgH8Y5wQnIeAAAc1bzCKtW1eDSlT9IBf2+t3auNv3tIUUnxyrn4TNlsNC0AIJhSp45T8vgCFT30rGpXb/D79odnxakgK04PLNqp+haP37cPAAAAAABgJVxBBwAAR/X6F3s0OD1WGXGufX/ztrZp0x8eVlt9ozn3sSP6q8cAAMFhs9mUec4piunXS5v+8C817izx+z7OH56u+maPHl26y+/bBgAAAAAAsBKS8wAA4Ig2ljdow54GTemTuO9vPvlU+MDTqt+0XflXnSNXyoE96gEAwWN32JV32dlyJsZpw28fUGtNnV+3nxITpbOGpOmNdXv0Rclev24bAAAAAADASkjOA4Cfud1ujRgxwiyBSPDGunKlxDg1PDNu3992v/SeKuYtVfZFpyumV64sy2eTrynaLAFEsDCIdYc7WnlXny9vY7M23PWgvM0tft3+1D5J6pPs1l/mb1dLm9ev2wZ6EtrygDUQ64A1EOuAdRDvCCck5wHAz5xOp1JSUswSCHd1zW36eEuVTuiVKLutPSlVsWC5dj77ptJOmaykkUNkbTbJ62gvAUSw8Ih1V3Ki8q45X407dmvz3x6Xz+u/JLrxHXDpyAztrm3Ws5+X+m27QE9DWx6wBmIdsAZiHbAO4h3hhOQ8APhZS0uLtm3bZpZAuHt/Y6U8Xp8m9Wof0n7vxkJtvf8pJY4aqvQZk0JdvR7AJ0UZse4LdUUABFT4xHpMTqbyLj1L1UtXa/uTr/h129kJ0TplQIqeW1miwspGv24b6CloywPWQKwD1kCsA9ZBvCOckJwHAD8zGgA7duygIYCw5/X59Praco3KiVdCtFNNJeXa+LuH5M7NVPYFp8n2ZU96S7P5ZItqM0sAESzMYj1+SH9lzZqh0jc+Vunbc/267dMGpCo9zqW/zt9u3rwFRBra8oA1EOuANRDrgHUQ7wgnJOcBAECnPiuu0+66Fk3pnaTWunpt+M0DsruilH/VubIzRBQA9Ggpk0YrZepYbXvkJVUtWeW37Tod7cPbbyxv0Gtry/22XQAAAAAAACsgOQ8AADr1xtpy5Sa61DvOoU13/1NtdXuVf80FcsTGhLpqAIAuyJw5XQnDB2rzPY9p76Yiv223b0qMpvRJ0mNLd2lXbbPftgsAAAAAABDpSM4DAIBDlO1t0aIdtZrcK1GFf39K9Vu2K//q8+RKTQ511QAAXWSz2ZVzyUy5szO08a6HzOlJ/GXWkDTFRTv057nbzGlQAAAAAAAAcHQk5wHAz5xOpzIyMswSCOde826HXZnz5qnyk5XKueRMxeTnhLpaPZKvzRHqKgAIgnCNdWMaEnM6kugoc3qS1tq9ftlutNOuy0dmak1pvV77guHtETloywPWQKwD1kCsA9ZBvCOckJwHAD9zu90aMmSIWQLhqKnNq7fWV2h4W60qXn1fmWdNV+LwgaGuVs/ks0st0e0lgMgV5rFuTEeS/7UL1FZXr02//6e8La1+2e6AtFhN75ukR5bu0s6aJr9sEwg12vKANRDrgDUQ64B1EO8IJ+F5dQkAejCv16vGxkazBMLR7M2Vqm9pU+YLLyplylilTB4b6ir1YD7JZsQ6QzoDkS38Y92VmmROT1K/dYc2/+1x+fzUTjl7cJoS3U79ae42ebzhe3yADrTlAWsg1gFrINYB6yDeEU5IzgOAnzU0NGj58uVmCYQbn8+n/y7dodztW5XTO1OZZ06XzWYLdbV6LptPtpgmswQQwSIk1mPys5V32dmqXrJK2x79r3x+uNnA9eXw9uvLGvTymjK/1BMIJdrygDUQ64A1EOuAdRDvCCck5wEAwD6fLN6knc3SiD07lXPxTNlsNBUAIJLED+mvrHNPUdk7c7X71Q/9ss1+qTE6sV+yHl+2W9urGN4eAAAAAADgcLjiDgAATE27y/X0m58ppaZS48+cJLvTGeoqAQACIGXCSKXNmKSdT72mPXOX+GWbZw1OVUqMU7+fU6RWD8MIAgAAAAAAdIbkPAAAUGt1rd7/1q+0uc9gTc6OlTPGHeoqAQACKP2UyUoaO1yF//iPaj5ff9zbi3LYddWYLG2tbNSTn5X4pY4AAAAAAACRhuQ8AAAW52lo0vKv/1if5g9RjM2n0WnRoa4SACDAbDabss47TbH9e2nTH/+l+sIdx73N/CS3zhyUqhc+L9Wq3XV+qScAAAAAAEAksfl8Pl+oK4Gep6mpSQsXLjSXCwoK5HK5Ql0lAEAAeFvbtOKG/9WuJav18B2/04REm05NDnWtAADB4mlu1Y4n/qu2vQ0afvftcmelH9f2vD6f/rl4l2qb2/TwxUMVH80UKQAAAAAAIPy0tLRozZo15vK0adPkdvtntFl6zgMAYFE+r1drbr9bez5erJIf3KZW2TQhPtS1AgAEkyM6SvlfO182h0Mbfv13tdYcX493u82mK0dnqr7Zo/sW7hD3ggMAAAAAAHyF5DwA+FlDQ4M+//xzswR6sg2/eUC7XnhHfW65RnNjszUsVkqkg2P32LxSdFN7CSByRXisO+Ni1evaC+XZ22h+N3gam45reykxUbqoIENztlZr9uYqv9UTCAba8oA1EOuANRDrgHUQ7wgnJOcBwM+8Xq/q6urMEuiptt7/lIoefEa9v3GpikZPVFmrTSckhLpW4cnmINYBK4j0WHelJCn/mgvUtKtUm/74b3nb2o5re2NzEzQuL0H3f7JDu2ub/VZPINBoywPWQKwD1kCsA9ZBvCOckJwHAMBitj/5qjbe9aByLz1LWeecrDcqpd7RPuVFh7pmAIBQcudkKO+qc1X3xSZtvf8/xz0k/YXD0xUb5dBdHxWp1cMFEgAAAAAAAJLzAABYyK5X3tfa//cnZc6aodwrz9HGBmlTo01T6DUPAJAU16+Xci6ZqcoFy7Xt0Zfk07En6GOiHPramCxtqWjQv5fu8ms9AQAAAAAAwhHJeQAALKLsg4VafctvlDZjknrfcIlsNpveqJDSnT4Nigl17QAAPUXiiMHKOvdklb09V7tefO+4ttUr2a1zhqbrlTXl+mRbtd/qCAAAAAAAEI5IzgOAn0VHR2vw4MFmCfQUlZ+s0Mpv/lTJ4wvU77tXy2a3a3eztHyvNDlRstlCXcMw5bPJ1+wySwARzIKxnjJxlNJPnaLi595U6bvzj2tb0/smqSArTn+au12ldS1+qyMQCLTlAWsg1gFrINYB6yDeEU5IzgOAn0VFRSkzM9MsgZ6g+rO1Wv71Hyt+aH/1/8H1sjkc5t/fqpTi7NLIuFDXMJzZJI+zvQQQwawZ62knTVTK5DHa9q8XVLHws2PejjFSy2WjMhXtsOmujwrV5j2+ueyBQKItD1gDsQ5YA7EOWAfxjnBCcv4wtm3bpttvv11Dhw5VXFycUlNTNXHiRP3pT39SQ0OD3/bzzjvv6KKLLlJ+fr55R49RGr8bfz+a66+/3rzQ1ZWfoqIiv9UZwJG1trZq165dZgmEWu2ajVp25fcV0ytbA3/8Ldm/bKDWtEnzaqQJCZLTWrkmP/NJTiPWSTQBkc2asW78H5F51olKHD1EW+99QjUr1x3ztmKN+efHZmvjngY9yvzz6MFoywPWQKwD1kCsA9ZBvCOckJzvxBtvvKFRo0bpr3/9qzZs2GAm46uqqrRs2TLdcccdGjt2rDZv3nxc+/B6vfrmN7+pWbNm6dVXX1VxcbFaWlrM0vjd+Pu3vvUt83kAwktzc7O2bt1qlkAo7d1QqKWX36bozFQN+slNcsR8NazT+1Xt5fj40NUvIth8srlazRJABLNwrNtsdmVfcIZiB/TWxj88rLoNW495W72T3Zo1JE0vrS7T/ELmn0fPRFsesAZiHbAGYh2wDuId4YTk/EFWrFihK664QrW1tYqPj9ddd92lTz75RLNnzzaT5YaNGzfqnHPOUV1d3THv56c//akeeeQRc9lI9j/77LNasmSJWRq/G/7973/rzjvvPOq2cnNztXr16iP+5OXlHXNdAQDhp75wp5ZcdqucifEafOd35YyL2fdYs1d6v1IaEyfFto9wDwDAYdkdduVdfrZicjO18bcPqr5o5zFv66R+yRqVE68/zd2m7VVNfq0nAAAAAABAT2dMnIj93HbbbWpsbJTT6dT777+vKVOm7Hvs1FNP1aBBg8ze80aC/i9/+Yt++ctfdnsfxrp//vOfzeUJEyZo3rx5iolpT5oYQ+eff/75mjFjhtlT3xhG/xvf+IYGDhx42O0Zc2gUFBQc0+sFAESexh27tfSSW2R3OTXkZzfLmXBg9/i51VK9VzohMWRVBACEGWNalLyrz9OOJ17Whl/9XcN/90O5czKPaaj8y0dm6v5PduqXH27V/RcMUZyLO8UAAAAAAIA10HN+P0bP9fnz55vLN9544wGJ+Q7GPPTDhg0zl++9995jmr/ib3/7m9ra2szl+++/f19ivkNsbKz5d4PxvHvuueeYXg8AwHoai0u15JJb5PN4NOTntygq+cAMvMcnvVkpDY2VUrhFDwDQDY7oaOVfc6Hs0S6t/8X9at7z5Rwp3RTttOu6cdnaU99q9qD3+aw3XQAAAAAAALAmkvP7MeZ673DDDTd0+hy73a5rr73WXK6urtbHH3/crX0YF55ee+01c3no0KGaPHlyp88z/j5kyBBz2Xg+F6yA8OFwOJScnGyWQDA17S7X0ku+J09Ts4b88la50pIPec4ntVJ5q03T6DXvNz4PzSnACoj1ds7YGPW69kJ5PR6t/9X9aq05tqm+MuJdunJ0lj7ZVqPnV5X6vZ7AsaItD1gDsQ5YA7EOWAfxjnDCFab9LFiwwCzj4uI0fvz4wz7PGHK+w8KFC7u1j8LCQu3ateuQ7RxpP8XFxSoqKurWfgCEjjEahjHVxMGjYgCB1FS6R0su+Z7a6hs19Je3KDoz9ZDneH3Sa3ukgTE+5bhCUs3I47NLze72EkDkItYPEJWYoN7XXiRPbb05xH3r3oZj2s6IrDidNjBFjy3brWU7a/1eT+BY0JYHrIFYB6yBWAesg3hHOOHq0n7WrVtnlsb87sac84dj9Hg/eJ2uWrt2bafbOZ79VFRUmIn8tLQ0RUdHKycnR2eeeab+/ve/q6Hh2C6UATh2xkgXxpQUjHiBYGkuq9CSi29WW+1es8d8dFZ6p89bVicVt9g0nV7zfuTb7wdA5CLWD2aMzpJ/3YVqLq/Uht/8Q57GpmPazsxBqRqSHqu7PirSjupj2wbgT7TlAWsg1gFrINYB6yDeEU5Izn+pqalJe/bsMZfz8/OP+NyUlBSzd71hx44d3drPzp079y0fbT+9evXat3yk/ezdu1fz5s1TZWWlWlpaVFJSovfff1+33HKLBg8erE8++UTHw9ie0Xv/SD8AvlJfX69FixaZJRBoRlJkycXfU2t1nZmYd2d3npg32qWvVkh9o33qFR30akYum0+22EazBBDBiPVOuTPTlf/1C9S0o0Qbf/egvM0t3d6G3WbT1WOyFO9y6Gfvb1FtU1tA6gp0FW15wBqIdcAaiHXAOoh3hJPDdw+3mLq6r+ZKjI+PP+rzjeS8EeRGYjxQ++m4AcDQ2X5sNps5N/15552ncePGKSsry7zJYPXq1XrkkUe0ZMkSM3E+c+ZMzZ8/X2PHjtWxOP300/fduHA427dvP+R1Gb32vV7vAc8zevZHRUWptbVVzc3NBzxmzAViDDli3NnU2Qk0NjZWdrtdjY2N8ng8BzzmcrnMH+POKOMY7M9Yx1j3cMfR2Kexb2M9Y/39GXU16tzZdo3j3/EeGfU9+I4st9ttjsBgvE7j9e7P+LvxuPE6jNdzsCMdw47tGjdiGD+dHUNjnc5GTTDqa9S7s2N4pPfmaMew473p7Bge6b052jHseG+CeQw7tns8x7DjGOy/flc/3909hv74fHd2DLv6+T6WY8g54sBjeDyf76odxVpz++/VGu9Wv9uvly8jTR6fTw6bTW0+n1r36+G5qVGq9tg0K9nW3vOzswSTz3jMJtm8h3/ssOt+eb/fkdYN5nb3rXsc2z3iul8+1rF+R3ncr7UHvTfBOoZB226YHsMe9d5Y+ByxfxnSY9iD3psv143JzVTvGy9Sydsfq/BfT6v3DZfK7nTKEd0+lKCnpUnyHbi+PSpaNrtD3rZW+TytMmZauWFUsp77vFR//Wiz7jxriOzy0Y7gf42Q/K+x/2vrif9rHM/nm/81OEfsfwytfo7Y/7VH0vUIzhGcI7pzDK1wjuio48HrWfWaJecIzhGRfI7o7Jp8T/tfI5DHkHNEYM4RB79//kJy/kv7fzCMD8vRGG+8obPg8dd+OvZxuP3cc889Sk5OPuTvU6ZM0be+9S3deeed+t3vfmd+AL/5zW9q2bJl5gczEFauXLlvefr06Wa5adOmA25GMBg9+TMzM1VeXq6tW7ce8JjxWow5QYyA2n97HU444QQzYAsLC81RAvbXr18/5eXlqbq6WuvXrz/gMSMQO25M+Pzzzw8JRuMx4znG6ASlpaUHPGaMbtC3b1/z5LBmzZoDHjPev0mTJpnLX3zxxSGBbLwW4zXt3r37gBETDMaNFIMGDTI/Dwe/VuM9mjZtmrm8YcOGQ054xnQH6enp5jE0jsX+UlNTNXz48MMeQ+NmDuMEs2XLFvNY7a9///7Kzc1VVVWVNm7ceMBjCQkJGj16tLnc2XbHjx9vniy3bdtm1uvgESD69OljfhaM47Q/40Q3YcIEc9m4qeTgk+yoUaOUmJho3mSya9euAx4zpm8YMGCAGRsH18k4aRtxYDA+Dwd/GQ0bNsycBsJ4v40678/4u/G4cdLt7LVOnTrVfI+Mz3dt7YFzoxpTYmRnZ6umpsb8ff/jaLwO4/UYn7/Otjtx4kQz5o331JiqYn/G8TOOo7Hdg6e4ML7AjJtzOo7hwV+sY8aMMb/QjWNofBb3Z7zfxvtufMZWrVp1wGPG58T4vBiMfR785TlixAhzFBFjmweP7JGRkaEhQ4aYX+SdvVbOEf45RzTtLteaTxbLdusVZlKjPUKalCeXEuVUjdpUpq8aD1Ex0vnZDvVS+3eLLebQoYN9DV/OyeRqkc1xYOPP1xIltUVJDo9s0Qe+Fp/ny7mYD7fdRmOeZpsU1Sqb88DPqK/VKbW6JLtXNveBjT+f1yY1fVknd5MO/grzNUVLXofkbJMtqq3z7Rq9XQ+qk/kWN7Y3/hTdLJv9wPfc1+ySPM727boObID52hxSS/Qh27W5W45+DDu26+9jeKT35mjHsGO7RzqGnb03RzuGHe+NUd+Dt3uYY7jv8YbYox/Dzt6box3DjvcmUMfweD7fRzqGnb03RziGfvl8c4447DE0Yv1YzhFdOoZhfI6I6Zegfjefb/69qXSrZHcooW+B+XtjSaF8bQfuNya7n5yxiWqtrVBLdft3q/Fddm0vaXVtsx74ZKe+OS6NdgT/a4Tsf40OPfF/DeN/hc2bNx/wGP9rfIVzRDvOEUc/R+x/TS6SrkdwjuAcYeAc8RUjpjpGhjXWt/o1S84RnCMi+RzR8bnf/zzRE//X4BzRLlzOEcYxMz4j/mbzMQGDyQg84+RquOKKK/Tcc88d8fnGSaisrMw8URkfnK7605/+pDvuuMNcfuedd3TWWWcd9rnG47NmzTKX//znP+v222/XsfR6nz17trm8YMGCfSfHozE+sAsXLjSXjRO88eWx/wnCCDbjo9Nx04BxQunAHWbhfYdZOPRm6el3mBkNBKPRYzTaOo6b1e8w2x/niAOP4bF8vp21De1zzCfEqu/3rpErLeWr1yrbIT3ni5qkh3dLpyVJ/d09rOdlT+kVexw9581kXZOr/e8R2CuWnvMhPoY96r2x8Dli/1g3Ev70nO+0Tg3bd6nsvXlKGD5IfW68QnaHo0s95/f3eWmDnl1TrZsn5+q0vl+NJNaBdkQ7/tcIbM9544KecTHIeE5P+1+D3iz8r9GdY8g54sg9543EgRHrRr0i5XoE5wjOEd05hlY4Rxj7MxI3RsJq/45wVr1myTmCc0QknyM6uybf0/7XCOQx5BwRuJ7zHTeTGPlV43F/IDn/JeMN7rj74ZxzztGbb755xOcbAWK8scYdGJ9++mmX9/PQQw/ppptuMpdffPFFXXrppYd97ksvvaTLLrts33rf+c531F3GPi6//HJz+a677tJPfvKTbifnjRsQujKaAADt+zIx7qzquLsL8KfGnSXmHPOepmYN/eUtis7qfI75/d29XSppkb6dbTRQglJN6zASdjFNX/Yu/epGNgARhljvsrp1W7TrhbeVOm2c+t96rWz73eTbVa+vLdeCbTX6zcz+mtQrKSD1BA6HtjxgDcQ6YA3EOmAdxDsCwUjgd4w+4c/kPFeWvmQcUGPYB8PBQ3UczBgCp+MOEWNIhu4whhPpcLT97D+kQnf308EYCqSDMfwDgMAz7vgyhivquPML8JeGop1afOF35W1u0dBf3dalxHxho7Sq3qapiSTmA8Jnax+m2uxdCiBiEetdljBsgHIuPVMVC5Zr6wNPH3KXelecOyxdQzPi9NvZRdq059A7/oFAoi0PWAOxDlgDsQ5YB/GOcEJyvpNEtjGnwsHDJOxv/7k/Ouat6e4+Dt6Ov/fTIVBzzAM4PGNIFmNolf2ngwCO196NRVp8wU3mZMhDfn2bojNTu7TeS3ukVKdPI2iXBkjHcNF83wKRjVjvjsQRg5VzyUxVfLxERf98Tr4vp1npKrvNpmvGZCkzPko/fXeLSuoOHFYPCCTa8oA1EOuANRDrgHUQ7wgnfEr3M336dLM0esUvX778sM+bO3fuvuWuzuHeoV+/fsrNzT1kO52ZN2+eWebl5alv3746FmvXrt233LFfAIFlzHNixF5nc8YAx6J2zUYtvvAm2d3RGmok5tO/mmP+SLY0Sp/ttenEJCPREfBqWpMxD7Or+fDzMQOIDMR6tyWNHKqcC09X+QcLte3hF7qdoHc57bphfI6cdpt+8u4W1TYd/uZpwJ9oywPWQKwD1kCsA9ZBvCOckJzfz4UXXrhv+bHHHuv0OV6vV08++aS5nJycrFNOOaXbPdkvuOCCfT3jFy1a1OnzjL939Jw3nn+sPeD/+c9/7lueMWPGMW0DQPd4PB5VVlaaJXC8qpevMeeYd6Uma+ivblVUcmKX132pXEp3+lRAr/mAsjmJdcAKiPXuSxo7XNnnn6ay9+Zr27+6n6CPj3bqxok5qm5s08/f36qWNm6OQODRlgesgVgHrIFYB6yDeEc4ITm/n0mTJunEE080lx955BF9+umnhzznL3/5i9atW2cu33bbbeYwGfubM2eOmUg3fq6//vpO9/P9739fDofDXL7lllsOuZPH+N34u8HpdJrP7yx5v3v37sO+FmNuxzvvvFMffvih+fvo0aO73csfABBaxny9Sy+7Ve68LA35xffkTIjv8rqbGqWV9fSaBwCEVvL4gvYE/btGgv7Fbifo0+NcumFCjjZVNOj3c4rk8XZ/DnsAAAAAAICeguT8Qe69917FxMSYc87PnDlTd999t5kI//jjj/Wd73xHd9xxh/m8wYMH6/bbbz+mfRjr/vjHPzaXly1bZibNn3/+eXPZKI3fjWWD8bxBgwYdso13333XHCLf6O3/j3/8w6zfihUrzLo+/PDDmjJliu666y7zubGxsfrXv/7F/PMAEEZK35mrZVf9QHGD+mrwnd+VIzamW+u/WC5lRvk0nF7zAIAek6Cfp23/fqnbCfreyW59bUy2FhbV6L6FO8wbkQEAAAAAAMKRM9QV6GnGjh1rJsivueYa1dbW6ic/+UmnyfW33npLCQkJx7wfI3FeVlamRx991EyqX3nllYc858Ybb9Rvf/vbw26jublZr732mvlzOL1799YzzzyjiRMnHnNdAQDBtfPZN7Xm9t8rdfIY9bv167IfNErL0axvkFbX23RJuo9e8wCAHpOgN5LqpW98JNmkPjdeKpux0EUjsuJ0+ahMPb+qTAnRDn1zUl5A6wsAAAAAABAIJOc7cd5552nVqlVmL3ojCb9z5065XC4NHDhQl112mb73ve+ZvdGPh91uN4fOv+SSS8ye7kuXLtWePXuUnp5uJtKNXvpnn332Yde/4YYblJWVZQ69b9TVSPRXVFSYw+Ab2xg3bpz5Oq6++mq53e7jqiuA7jHOF8bIFkYJdFfhA89ow6//royZ09Xnm5fL5uj+IDfGXPNZUT4N615nexwLn02+liizBBDBiHW/SJkw0izNBL3X2/49143RvSbkJ6qx1asXzAS9U1eMzgpgbWFVtOUBayDWAWsg1gHrIN4RTmw+xgREJ5qamrRw4UJzuaCggBMaAASY8XW88a4HVfj3/yjn0rOUd+U5xzQdydp66Tfbbbos3aehDGkPAOiBqpevUcnrHynjjCnq+52ruv19997GCn24uUq3Tuulc4elB6yeAAAAAADAulpaWrRmzRpz2ZiS3F+doek5DwB+1tbWpurqaiUnJ5ujWQBH421t05of/k67XnxXvW64RNnnnnJM2zFutzN6zWe7fBpCr/kg8UkOj+RxGPc8hroyAAKGWPf3EPfGyDC7X/lQPo9X/W66WjZ710eKmTko1exBf//CHYpzOXTKgJSA1hfWQlsesAZiHbAGYh2wDuId4aT7Y+UCAI468hxZiF4AAQAASURBVMT69evNEjiatr31Wn7Nj7T7lQ/U/wfXH3Ni3rC6XlrXaNOMROkYOt3jWNh8skW3mCWACEas+13SmOHKuWSm9ny8WFv//h/5vN4ur2v0tD9/eLrG5SXoD3OKNL+wOqB1hbXQlgesgVgHrIFYB6yDeEc44fYRAABCpLmsQsu+drsatuzQ4DtvVuLIwce8La9PeqZM6hXt0yB6zQMAwkDSqKGS3a7d/31XvrY29b/tOtkdxugER2e32XT5qEx5fD797qNC/ez0fpraJzngdQYAAAAAADge9JwHACAE9m7epk9nfUtNu8o09DffP67EvOGTWmlbs02nJdNrHgAQPpIKBiv3slmqWrRSm//0iDnVS1cZCforR2VpRHa8fjO7SIu21wS0rgAAAAAAAMeL5DwAAEFW+ckKLT732+awvMPu+qFi++Yd1/ZavdLz5dKQGJ96RfutmgAABEXi8IHKu/I81Xy2Vht//5C8zS1dXtdht+nq0VkalhGrX39YqKU7agNaVwAAAAAAgONBch4A/MxutysuLs4sgYMVv/COll5+m2J652roXT9QdEbqcW/zw2qpolU6hdF8Q8LnZagCwAqI9cCKH9xX+decr7q1m7Xhtw/I09jUrQT918Zma3B6rH75wVYt20mCHseOtjxgDcQ6YA3EOmAdxDvCic3n8/lCXQn0PE1NTVq4cKG5XFBQIJfLFeoqAUBYM75uN//x39pyz2PKOG2qen/7CtmdXZtX90gaPNJtW6RBbuncNL9UFQCAkGnYvks7//O6Ynpla8jPbpYzPrbL67Z5fHpqRYk27mnQz07rpyl9kgJaVwAAAAAAELlaWlq0Zs0ac3natGlyu91+2S63kAAAEGCepmZ9/t1fmon5/K9foD43XeWXxLzhzQqpySudRP4BABABYnvnqtd1F6mpuFTrfvY3tdbUdXldp8Omr4/L1rBMY4j7rZpXWBXQugIAAAAAAHQXyXkA8LO9e/eaI08YJdBUukeLL/yuyt6aowE/ulE5F55hzjXvD1Wt0luV0qQEKdHpl02iu2xeKaahvQQQuYj1oIrJy1Lvb1yq1qoarf3JX9RcXtHldZ3GEPdjsjUqJ153fVSk2ZsrA1pXRB7a8oA1EOuANRDrgHUQ7wgnJOcBIACYMQSGmhVr9enMG9S0o0RDf/N9pU4Z69ft/3eP5LBJ0xL9ull0k5/utQDQwxHrwRWdmabe37hM3pZWrf3JPWosLunWHPRXjs7ShLwE/XHONr2zoevJfcBAWx6wBmIdsAZiHbAO4h3hguQ8AAABsOvl980e886kBA37w48UN7CPX7e/rUn6qFqanii5+TYHAEQgV2qSmaC3Rzm07qf3qH7rji6va7fZdOnITE3unah75m/Xy2vKAlpXAAAAAACAruByPgAAfuTzeLThrge16ru/VMqUsRr6q9vkSvHvhPDGTaBPlkppTmligl83DQBAjxKVEKfe118qZ2KCOQd97ZpN3UrQXzQiQ6f0T9ZDi4r1+LJd9KQAAAAAAAAhRXIeAAA/aams0bKrb1fhP/6j/GsvVL/vXSO7K8rv+1lWJ61tsOmMlPZh7QEAiGSOWLd6XXex3HlZ2vDrv6ty0cour2uz2TRraLrOGZqmZ1aW6v5PdspLgh4AAAAAAISIzUfXAXSiqalJCxcuNJcLCgrkcrlCXSUgbHg8HjOG3G63HA5HqKuDIKlZtUErvvF/aqvdq/7fv15Jo4cGZD8tXulHW6Ukp3RVRkB2gW7xGa0pyWfcJcGdEkDkItZ7Am+bR7tfeV91X2xS3+9cocwzpndr/cU7avTf1eWa0T9ZP57RR1EO7lXHoWjLA9ZArAPWQKwD1kG8IxBaWlq0Zs0ac3natGnm58sfnH7ZCgBgH+PLPy4uLtTVQBAVv/COvvjxHxTTK1uDf3qHojNTA7avtyulilbp0vSA7QLdYvsyWQcgshHrPYHd6VDupWeqNNatooeeU1vNXuVceqZsXbxh4oReSYpxOvTs56Wqa96qn5/eTzFRXLTBgWjLA9ZArAPWQKwD1kG8I5zQVQAA/My4Q2/Tpk1micjmaWrWF//vT1p962+UOm2chv7mBwFNzFe2Sq/uaZ9nPt3/o+XjWNi8kqu5vQQQuYj1HsNmsytr1slKP3WKdj77prb960X5vF1/X0blxOsbE3L0RWm9bn9zk6oaWgNaX4Qf2vKANRDrgDUQ64B1EO8IJyTnAcDP2traVFpaapaIXA1FO7XovO9o5zNvqs93rlTf734tIPPL7+/5svY55k9KCuhu0E02pyfUVQAQBMR6z2HMI58+Y5Kyzz9NZe/N16Y/PyJvS9eT7IPSY/U/k/NUtrdFt76+UTtruHiDr9CWB6yBWAesgVgHrIN4RzghOQ8AQDeVvDVHC0+/Xi17qjTsdz9U5szpZqIgkDY3SvNqbTolWXLz7Q0AgJLHFyj/qnNV89kXWv+r+9W6t6HL6+YlRut7U/Plk0+3vb5R68rqA1pXAAAAAAAAA5f3AQDoIqNX3rqf36uVN/5EiSOHaPgf7lBc/14B36/HJz2yW8qO8mkMUycBALBP/JD+6n39JWrcvlvrfvIXNZdXdnndlJgo3Tw5X2mxUfrxW5v0ybbqgNYVAAAAAACA5DwAAF1Qv3WHFp3zbW1/9CX1vvFSDbj9G3LGxQRl3+9XSduapVmpkj2wHfQBAAg7MfnZ6vPNy+RpaNIX//tn1Rfu7PK6sS6Hvj0pV0MyYvWrDwr18poy+Xy+gNYXAAAAAABYF8l5APCzqKgo5efnmyXCn3GBvvj5t/XJ6deppaJKw+7+kbJmnRzwYew7VLS2zzU/Pl7Kiw7KLtFNvlZnqKsAIAiI9Z7NlZZiJuiNG+fW3XmPqj9b2+V1oxx2XTM2WzP6J+uhRcX6x6c75fGSoLcq2vKANRDrgDUQ64B1EO8IJzYf3QLQiaamJi1cuNBcLigokMvlCnWVACDo2urq9cUdf9TuVz5Q+qmT1fsbl8kRE9wM+V93SOsapZtymGseAICj8bS0avdL76p+U6F6f+sKZc2c3q31F22v0StflGt8XqJ+empfs2c9AAAAAACwnpaWFq1Zs8ZcnjZtmtxut1+2y2V+APCztrY2VVdXmyXCV9Xiz7Xw1GtV9t4C9f/+9ep38zVBT8x/Vict3WvTzGQS8z2XT7J72ksAEYxYDxcOV5TyrjxHSRNHads/n9OOp17t1jD1k3sn6RsTcrW6ZK9++OZGle1tCWh90fPQlgesgVgHrIFYB6yDeEc44VI/AARg5AnjbiqjRPjxtrRqw10PavGF35UjPlYj/vz/lHbihKDXo8krPVoiDXD7NDw26LtHV9l8srmbzRJABCPWw4rNblf2rJOVedZJ2v3qbG3+y6Pm93tXGfPP3zwlT9WNbfreqxu0rqw+oPVFz0JbHrAGYh2wBmIdsA7iHeGE5DwAAF+qW79Vn579TRU9+Izyrz5PQ391m6Kz0kNSl/+WSzUe6awUKUjT2wMAEFFSp4w1e9FXL1+ttT/7m1qra7u8bnZCtG6Zmq+UGKd+9OYmfbS5MqB1BQAAAAAA1kByHgBgeT6PR4UPPqNPZ96gttq9Gnb3j5Rz8UzZHKH5mixskt6ulKYnSqlRIakCAAARIWHYAPX+xmVqKavQF3f8UfVFO7u8bny0U9+elKfRufH6/ZxtemzpLnm7MUQ+AAAAAADAwUjOAwAsrX7Ldi2+4CZt+PU/lDFzuob/8Q7F9e8Vsvq0+aQHd0kZUdLUxJBVAwCAiBGTk6k+37pCNpdL635yj6qWrenyuk6HTZePzNQ5Q9P03Oel+s2HhWps9QS0vgAAAAAAIHKRnAcAP7PZbHK5XGaJnsvn9aroX89r4WnXqbG4VEN/8331vuES2V2h7ar+crlU3CydnyY5+AiFBZ+XNwqwAmI9vEUlxqv3Ny5VXP98bbr7n9r92mz51LVe8Eab7uT+Kbp+fI6WF9fp1tc2andtc8DrjNCgLQ9YA7EOWAOxDlgH8Y5wYvP5GJcPh2pqatLChQvN5YKCAvOkBgCR1Ft+zQ/vVtXiz5U562Tlf+08OdzRoa6WtjRKPy+STkySTkoKdW0AAIg8Pp9X5R9+qsoFy5R28gnq950ru3VjXmldix5fvlvNbV7deVo/jc1LCGh9AQAAAABAaLS0tGjNmvbR96ZNmya32+2X7dJzHgBgGd62Nm39+3+08NRr1bCtWEN+dav63Hhpj0jMt3jbh7PPcknTGM4eAICAsNnsyjxjmnIuOVOV85dr3c/vVWt1bZfXz0pw6Zap+cpJjNb/vbtZr6wpE/e7AwAAAACAriI5DwB+Vl9fryVLlpgleo7aLzbp07O/qY2/e1AZZ07XiL/+RIkFg9VT/HePVNIinZ/KcPZhxeaV3I3tJYDIRaxHnKRRQ9X7G5eouaRca378R9Vv3dHldWNdDn1jQo6m903Wg4uK9ed529XSxmcjUtCWB6yBWAesgVgHrIN4RzghOQ8Afmb0njKGO6EXVc/gaWzWxrsf0qdnfkNtdfUadveP1Pu6i+WI7jnTdWxqlN6oaB/KPrPnVAtdZLMT64AVEOuRJyY/W32+c6UcMdFa+9O/as/8ZV1e12G36bxh6bpydKbmbKnSD97cqLK9LQGtL4KDtjxgDcQ6YA3EOmAdxDvCCcl5AEDE2jNvqRacco0KH3hGOZecpeG//7HiB/ZRT9LklR4olnJc0lSGswcAIKiiEuLV+4ZLlDB8oLb+7XFtf/xleT2eLq8/Pi9R352Spz31rbr51fVatbsuoPUFAAAAAADhjeQ8ACDitOyp0uc3/0rLLr9NzvhYjfjL/ynv8rNlj3Kqp3lst1TZJl2QJtkZzh4AgKCzR0Up58IzlHnWSSp562Nt+M0/1Fq7t8vr5ye5devUXsqIc+mOt5mHHgAAAAAAHB7JeQBAxPB5vdr5zBuaP/1Klb+/QH1v/pqG/PJWxeRlqSeaXyPNq7XprBQpPSrUtQEAwLpsNptSp4xVr2svUsPWHfrijj+qvnBnl9ePj3bomxNz981D/4c529TY2vUe+AAAAAAAwBpsPm7pRyeampq0cOFCc7mgoEAuF5MgA13V1tamvXv3Kj4+Xk5nz+upHanq1m3RFz/+g6qXrVHajEnqdd1FikpKUE+1u0X6v63S4BjpwvRQ1wbHzifZvZLXuN+RoQ+AyEWsW0lLda2Kn39LLeWV6vc/Vyv95EndWn/lrjq9uLpMuYnR+sXp/ZWXFB2wusL/aMsD1kCsA9ZArAPWQbwjEFpaWrRmzRpzedq0aXK73X7ZLsl5dIrkPIBw0VbfoM1/ekTb/vW8onOz1OeblymxYLB6slav9PMiqc4j3ZgtRTOODQAAPYq3tVWlb81RzYq1ypx5onp/45JuTY9TUtesJz8rUX2LR/97Sl9N7p0U0PoCAAAAAIDwSM6TDgAAP2tublZRUZFZInCMe8tKXv9I86dfpe2P/Ve5V56jEX/6fz0+MW94rlza0SxdlE5iPuzZvFJUS3sJIHIR65achz77gtOVff5pKp/9idbeeY+ayyu7vH52QrRumZqvfqkx+vn7W/XE8t3yeLkvPhzQlgesgVgHrIFYB6yDeEc4ISUAAH7W2tqqnTt3miUCY++mIi27/Dat/PadisnPVsE9P1HuxWd2q0dbqCyvk96utOn0FCmHQUkigi2qLdRVABAExLo156FPHl+g3jdeZg5xb0yfU7NyXZfXj4ly6Npx2TprcKqeWVGin763RTVNfI56OtrygDUQ64A1EOuAdRDvCCck5wEAYTWE/YbfPqCFp1xrJugH/eR/NOh/v6PorPCYtH1Xs/SPXdKQGJ8mxoe6NgAAoCti8rLU93+uMtsbG37zgHY+95Z83q6NomC32XTawFR9c1KuNpY36KZX1mt9WX3A6wwAAAAAAHomkvMAgLAYwn73qx9o/rQrte3h55VzyZkquOenZm+2cNHgkf68U4p3SBekGb3xQl0jAADQVc7YGOVfc77ST52sXS+9q/W/ul+tNXVdXn9weqxum9ZLcVEO/eDNTXp9bbnZvgEAAAAAANZCch4A0KPVrd2sJRffrM//5xeK7ZOngr/9VHmXny27K0rhwphi9u/FUlWrdBnzzAMAEJZsNrvSZ0xSr+suUmNRsVb/4HeqXbOpy+snxzj1P5PzNLlXov7+yU79Yc42NbZ6AlpnAAAAAADQs5AeAAA/czqdysrKMkscu9bqWq396V+18PTr1bhjtwb/7GYNvONbYTOE/f5eKpdW1ksXpUtp4XNPAbrI1+YIdRUABAGxjg5x/Xqp7/9cLVdqktb/8j4Vv/BOl4e5d9ptunBEhr42JksLi6r1vVc3aHtVU8DrjK6jLQ9YA7EOWAOxDlgH8Y5wYvMxlh460dTUpIULF5rLBQUFcrlcoa4SAIvweTza8fQb2nT3Q/I0tSj3srOUNetk2aPCs2G1uFb6W7FNpyb7NC0x1LUBAAD+YiTk98xbooo5S5QwbIAG/OB6uVKTu7x+6d4WPfVZiWqa2vT96b106sDUgNYXAAAAAAB0XUtLi9asWWMuT5s2TW63W/5Az3kA8DOPx6P6+nqzRPdULf5cn8z8htbe8UcljRmmkff/TDkXnB62ifnCJunBXdLwWJ+mJoS6NggMn2QzektyryMQ2Yh1HMpmtyvj5Mnqdf3FatxZojU/vFtVy9v/ae+KrHiXbp2ar+FZcfr9nG26b+EOtXi61gMfgUNbHrAGYh2wBmIdsA7iHeGE5DwA+FljY6NWrFhhluiaxuJSrbzpF1p8wU3ytrRo2N0/Ur/vfV2ulCSFq7IW6ffb24exPy/VmKc21DVCQNh8ssU0mSWACEas4wji+uar701XKzonU5t+95C2PfZfeVvburSuy2nXlaMydUlBht7dUKHvv75Ru2qbA15nHB5tecAaiHXAGoh1wDqId4ST8OyKCACICJ7GZhU+8LS23v+UHDHR6nvz15R+8glmT7RwVtsm/W675LRJV2ZIrvB+OQAA4CicsTHKv/o8VS1aobJ35qlu9UZzmPuYXjlHXddms2ly7yT1SnLrPytK9N1X1utHJ/XR9H5dHyIfAAAAAACEB9IFAICg8/l8Knn9I82fdqW23POYMs86USPv+5kyTp0S9on5Jq/0xx3SXo90daYU5wh1jQAAQDAYSfbUKePU51tXqK2hSWt+/AeVvjtPvi5Oh5CXFK1bp+VrYFqMfj27UA9+ulOtDHMPAAAAAEBEoec8ACCoatds1Lo771HVos+VPHGkBv3fd+TOzVQkaPNJ9+6UdjRL12ZJKXzLAgBgOe6cDPX5zhUqf3+Btv3rBdV8tlb9bv6aopISjrpuTJRD14zN1ifbavT62nJ9UVqvn57WVzkJ0UGpOwAAAAAACKzw7p4IAD245xQO1FxeqTU/+r0+OeMGNRaXafCd39Wg/42cxLzXJ/1rt7SqXrosXcpxhbpGCBYfU1ADlkCsozscUVHKPucUc6j7uvVbtPq2u1S1dHWX25HT+ibr5in5qmho1U0vr9eCwuqA1xlfoS0PWAOxDlgDsQ5YB/GOcGHzGWMLAwdpamrSwoULzeWCggK5XGSZABwbb0urtj3yojb/5VHja0d5V5ytjJknyu6MnPHejcT8v3dLc2qkC9KkkXGhrhEAAOgp2vbWm9P57N2wVemnTVGfGy6RI8bdpXUbWz16aXWZVpXU64Lh6frWpDy5nNxjDwAAAABAoLW0tGjNmjXm8rRp0+R2d+1/+aNhwF0AQEAY936Vf7BQ639xnxq2FStz5onKu3KWnAnxiiQdPebn1kjnk5gHAAAHccbHKe+qc1Xz2RfmHPR1qzaq/23XKmHYgC4Pc//p9lq9sW6P1pTW685T+yovyT8XBAAAAAAAQHBxyz0A+FlDQ4NWrFhhllZVt36rll3xfX127R1yJsZrxF/+T32+dXlEJuYf3i8xP4rEvPXYvJK7sb0EELmIdfhheMXk8QXqd9PVssdEa92df9P2x182RxjqyrpT+yTpe1PyVdPUppte2aAPN1UGpd5WRFsesAZiHbAGYh2wDuId4YSe8wDgZ16vV/X19WZpNS0V1dr850e048lX5MpMN+eUT5pQEJHz/RiJ+X/uluYzlL3l2ew+MUcQEPmIdfiDKzVZvW+4RFWLVqr07XmqWrZG/W+5RglD+h913bykaN02rZde+aJcf5y7TSt21ep7U3uZvevhP1ZuywNWQqwD1kCsA9ZBvCOckJwHABw3b2ubtj/+X23+0yPytXmUf80Fyjx7huxRkfk10+qVHtotfVpLYh4AAHSPzW5X6tRxihvUV7tf+UDrfnqPcs4/TXlXniO7K+qI67qddl01OkuD0mL06hflWlvaoDtP66sBabFBqz8AAAAAADh2kZk1AQAEbV75PbM/1bpf3KuGwp3KOH2q8q48V1FJCYpUez3SX3dIm5qki9Ol4VwLBwAAxyA6I1V9vnmZKj/5TCVvfqzKJavU/+avdWku+gn5ieqd7NYzK0t1y2sb9a1JubpwREZEjlYEAAAAAEAkYc55AMAx2buhUMuu+oGWX/MjOWJjNOJP/6u+37kqohPz5a3SL4ukombpaxkk5gEAwPH3ok+bPkF9/+cq2Z0OrbvzHhX96wV5GpuOum5mvEs3T8nT5N6JenBRse58b6uqGo8+hz0AAAAAAAgdm8/o9ggcpKmpSQsXLjSXCwoK5HK5Ql0lIGy0tbWpurpaycnJcjqdET6vfJp6ff1CJU8aFfE9tQqbpD9sl+w26coMKf3Io87CMnySwyN5jPl+IzsGAGsj1hF4Pq9XVYs/V/lHnygqIUF9b7pKyWOHd2nddWX1emFVmZx2m+44uY/Zsx7HJtLb8gDaEeuANRDrgHUQ7wiElpYWrVmzxlyeNm2a3G63X7ZLch6dIjkP4GDellZtf/xlMzFvzCufc+mZypplzCsf+VnqJbXSA7uktCjpigwp3sjNAAAABEBLVY1KXp+thq07zF71vb9xSZdGJqptbjMT9BvKG3RxQYa+MTFXLgeD5QEAAAAA0JOS89w+AgABOGGXl5crIyMjIm5sMe7hKv9godb/4j41bCtWxmlTlXdVZM8r36HNJz1bJr1dadOwGJ/OT5NcXOPGAXySs01qM5pU9KYFIhexjuBxpSSp17UXqfbzdSp7b4GqV6xV7+suUvppk2U7wucvMdqpb0zI0YKiGr2+do9WFNfpf0/pq36pMUGtf7iLtLY8gM4R64A1EOuAdRDvCCekGAAgAA2BwsJCswx3dWs3a+llt+qza++QMzFeI/78v+acqFZIzFe2Sr/eJr1bKc1M9umSdBLz6ITNJ5ur1SwBRDBiHUFmTBeUNGa4+t3ydcUN6qPCB57W+p/9TY07S464nt1m00n9knXL1Hw1tXn1vVc36OU1ZfIyYJ4l2/IADo9YB6yBWAesg3hHOKHnPADgEM1lFdr0x39p5zNvyp2boUH/9x0ljS+I+HnlO6yul+4vbu8beV2WlB8d6hoBAAArcsbGKPeimUoaPUwlb3ykNT+8W9nnn6bcS8+Uw334BkpuYrSZoH9nQ4UeWlSsxdtr9OMZfZQeRw8SAAAAAABCieQ8AGAfT2Ozih5+TlvvfVKy29X7+ouVceaJsjutMcl6o0d6tlz6oMqm/m6fLkqTYq3x0gEAQA8W17+X+t38NVUsWK6S1z9Sxbyl6vPNS5U8adRhh7qPcth1/vAMDc2I0wurS/Xt/67XLdPydXL/FMvccAkAAAAAQE9Dch4AIJ/Xq92vfqiNv31AzaUVyjz7JOVeepacCXGyilV7pX/tlmo80pkpPk2MN4aUDXWtAAAA2tmdTmWcfIKSRg1R6TtztekP/1Ly+BHq/Y1L5c7OOOx6gzNi9cPpvfXK2nLd/fE2c076W6f1UpKbywEAAAAAAAQb/40DgJ85HA6lpqaaZTioXLRS639xn2o/X6+UE0Zr0P/9j9y5mbKKeo/0n1JpTo1N/dw+XZkppfDtiG7wtYVHrAM4PsQ6egpXarLyrz5fe9dvNZP0q2/97VGHuo91OfS1MdkqyKrTy2vK9a2X1umHJ/XW5N5JQa9/TxdubXkAx4ZYB6yBWAesg3hHOLH5fD5fqCuBnqepqUkLFy40lwsKCuRyMTchEGnqt2zXht8+oLJ35iluQG/lX3eREkcMklV4fNLsKumlPVKLVzo9RRobR295AAAQPjytrapcuFyV85fLmRCrXl+/UGkzJh52qHtDbVObXlxdpvXlDTpjUKpumpyn+GjuTAQAAAAAYH8tLS1as2aNuTxt2jS53W75A8l5dIrkPHDsvF6vPB6PeZee3W5XT9Oyp0qb73lMO554RVEpScq/+jylTh8vWw+sayAY33or9kpPl0m7W6SRcdIpSVIi16RxTPZvRnFnBxC5iHX0bC3VtSp/f4HqvtikuMF91eeGSxQ/uN9hn29cBli6s05vrNujWJdd359OL/pwacsD8A9iHbAGYh2wDuId4ZSc5xMKAH7W0NCgxYsXm2VP4mlo0pb7ntTcyZep+Nm3lHfFORp5751KO2miZRLzGxuku7ZLf9ppU7RdujFbuiCNxDyOg80nW2yjWQKIYMQ6ejhXcqLyLp+lXtdfrLbaeq39v7+YN2M2lVV0+nybzaZJvRJ1+4m9lRnn0s/f36o/zCkye9VbXU9tywPwL2IdsAZiHbAO4h3hhHQEAEQ4n8ej4hfe0aY/PGz2ms8880TlXHqWohLjZQVen7Ryr/RahbSx0abMKJ+uyPBpkJsh7AEAQGSJ69dLfb9zpWo+X6c9H36q1Ys+V/Z5pyjn4plyxsYc8vzkGKe+MSFHy4vr9Pq6PVq+s07fm5avE/smmwl8AAAAAADgXyTnASBCGcOVGsObbrjrIdVvLFTq1HEa/LOb5c7OkBU0e6VFtdIbFVJxi029on26It2nQTEk5QEAQOQyRkRKHjtCCcMHm/PRl7z5sco/WKjcy842b9K0Rx14GcBIwk/IT9Sg9Fi9+kW5fju7SJN7J+qWab2UEcf0ZgAAAAAA+BPJeQCIQFVLVmnDb/6h6qWrlTBysIb9/keKH9RXVphPfkuTNKda+qRWavTaNCjGp+syfertn+lgAAAAwoIjOkoZp05W8oQC7ZmzSNsff9lM1OdfdW77tEYH3a2Y5HbquvE5Wl2y10zSf/OldbpxYq7OHZYuO3c2AgAAAADgFyTnASCC1K3drI13/9PsHRXbr5cG3/ldJY4ZFtHDkhoJ+V0t0tI6aUFNey/5RIdP4+Ol0XE+pUaFuoYAAAChY0xllHP+6UqdMk57Zn+irfc9qZLXZivv6vOUPGGEbDqwnTgyO14D02L01voK/f2TnfpwU6Vum95LA9JiQ/YaAAAAAACIFDafMe4xcJCmpiYtXLjQXC4oKJDLxXCGQFcZp1WPxyOHwxG0pHj91h3a9Kd/q+TVDxWdlaa8K89V6rRx5rCmkajNJ21ulJbVtf+Uttrksvk0MEYaEyf1c0v2yL0fAT3K/s0oPnRA5CLWETkatu8yk/QNRcWKG9hH+Vefp8TRQw5J0hu2Vjbq5TXlKqtv0YUjMnTtuBzFuRyKZKFoywMIPmIdsAZiHbAO4h2B0NLSojVr1pjL06ZNk9vtn+F5Sc6jUyTngfDQWFyqLX99VMXPvaWo5CTlXHqm0k+dIrszsi6atnjbh6tf1yCtq5c2NUrNPpvi7e1zyA+JbU/IO2l3AQAAHJVxGcC4uXPPR5+qaWeJEoYPUN6V5ylxxMBDnuvx+jS/qFofbKpUvMuh/5mcrxn9k7ngBQAAAACIaC0k5xFMJOeBY9fY2KgtW7ZowIABiomJCcg+mnaVmUOS7nj6dTli3cq5aKYyZ06XPTr8Y3WvR9rRLG1rkoqapMImqbhZ8sgmt92nXtFS72ipT7SU65K4LoyQsnklV4vU4pJ8kTlSBQBiHRGepN9UpPLZi9RcUqaE4QOVd/nZShg5+JCe9FWNrXp97R6tKa3X6Jx43TQ5X/3TAtPWjfS2PIDQI9YBayDWAesg3hFOyXnmnAcAPzOGz6murjZLf2sqKdfW+5/SzqdeMxPxuZefrayzZ8gR458vhWBo8kqVrVJlm1TRKu1plUpapN0t7WW9t/1CsNPmU2aUlBUlDY+VekW3/85w9ehpbA7vAQNeA4hMxDoikdH7PX5wP8UN6qO9Gwq1Z+4Srf/l/Yof0t9M0ieOGbovSZ8SE6XrxudofVm93li3Rze9ul7nDE03/5bkjpxLC4FsywPoOYh1wBqIdcA6iHeEk8j5DxoAInz4+sIHntbO/7wuW5RTOZecqaxZM+SIDd1dgF5fe6K93is1eKQGb3uv93rPV2WdR6r1SDVtUm2bVOORGr9MvneIs/uUGiWlOKWJCVKq06f0KJk/DhLxAAAAAWez2ZUwdICZlK/ftE175i7Wht/8Q7H9eyv34jOUcsJo2ezto0YMzYzTwPRYfbKtRh9uqtTHW6p07bhsnTssXVEORpYAAAAAAOBISM4DQA/WsK3Y7Clf/NzbcsREK+eiM5Q562Q54/yTlG/ztSfSO37q9kusGwl3I/G+/3JHEr7R256Y9x003GmHaJtPbrsU65BijdIu9XVLcQ4pweFTollKiU7miQcAAOhZPen7mj3p67duV+X85dr850cUnZ2hnAtPV/rJJ8ge5ZTTbtNJ/ZI1Ljde726s1EOLivXqF+W6cWKuTuzHfPQAAAAAABwOyXkA6IHq1m9V4T/+o90vvy9nQpzyrjpXmWdO7/Lw9S3G0PFtXw0fb/xUtUrVRu/1L3uwG2XHEPKHS653/EQbPzYpydW+/NXfvnqe8XvMl8v0eAcAAAjzJP2APuaPMYJT5YJlKnroOe189k1lz5qhjJnTFZUYr/hopy4dmalpfZL09oYK/fajIg3JiNW3JuVpVE58qF8GAAAAAAA9js3n8zF1Ig7R1NSkhQsXmssFBQX6/+zdB3gbVdaA4SMXucct1U7vpIcUCE4IYeksvYQSQoelBpalbgH+ZZe2wAIBlt47hBpa6CGUFBLSSA/pvblX6X/OTWRGimxLjmTJmu99GDS2RjNXozljx+fec51OZ6SbBDQbVVVVsmXLFmnVqpUkJiYG/Dq9He/46RdZOfEl2fL59+JsmS1tjjtUWh1eIPFJ3jGod25NtG/cM1/7pkqRLVUim6tEtlRq8t07O54c5zYj1dP3jGTXx7S43SPZU/aMcNdHz8K87kCg3CIJ1SLV2t+RwAFiF7EOVGzdITu+/1l2/bLIhIGOom/7xzGS0r5t7TbLtpbK5MXbZO2uCjmgQws5b2g76ZabKnb4XR5A80KsA/ZArAP2QbwjHCorK2X+/PlmvaCgQJKTAxs82RCS8/CL5DzQdNw1NbL50+9kxSMvya5ZCySlY560PeEPkjNyqLjj42VzpcjaSpF1FSJr9yyakK9w704OOGR3mfisBJFMXSzrpnR8vIiT6T8BAAAQAtWlZbJzxjzZOf0XqS4ulRaDekubo0dL1v59zbz0LrdbftlQLJ8t3S5bS6pkZOdMGT+knXTODs20TAAAAAAANAWS82hSJOeBfeult2PHDsnOzq63l151UYkpDbrqyTekbM0GSRzYRyr/eJRs7dRFVlc4ZPWeRHzVniS8jn5vlSiSmyCSmyiSk7BnSWTediBy3CLxNSI18YymBWIasQ74clVXS9H8JbJj+lwpX7dJnK1ypPWRo6TVH0aYkvc1LrfMWlckXyzfLjtKq2V01ywZN7iddMwOzR8zIv27PIDmjVgH7IFYB+yDeEdzSs4z5zwAhFhFRYUsWbJEBg0a5PcXgZIVa2TR8+/Jz98tkI0t28qOE86WjW3by1bZvW3CFre0ThSTiB+TKdLKuTspnx6n839G4A0BqJvDLY6kSnGXJYvs6UgDIAYR68Be4hISJHNQH7OUrd0oO2bMlXWvTpZ1r02W7AMHSevDDpJh/XvI/vkZMmNtoXy5bId8s+JXOahzppw5sK30bJXaLH+XBxAbiHXAHoh1wD6IdzQnJOcBIMyqalyybEuxzPpugcxduE5+c6bLzg4FImcWSJK4pW2SSDenyEinW9o6d4+MZ853AAAANBc677wu1UeOkl0/L5RdsxfI9u9mSlLbltLqsINk6JgDZdjoTvLz+iL5asUOufK9xTI4L0POHNRGBrZLFwc9UAEAAAAANkFyHgBCbGd5tXmcNH+zzFy7SpbtKJdqR5zE1SRITmqmdEyOk4MzqyU/Nd4k4vlbJAAAAGJBQmqK5I4cIjkF+0vZqvWy8+f5su61j2TdKx9Ii0F9pNvo4bL/gf1lwfYK+XL5Drnho2XSLTdFTu7XSkZ3zRZnfFyk3wIAAAAAAGFFch4A9oHOpblqR7ks2FQsCzaVmMVRVSaXdBH5fuEGqVq2Rvpt2ywdM5zStW8nyRjQJtJNBgAAAMJKR8Knds43S83Ro6Vw/hIp/GWRLH/gWYlPSZackfvLBSOHy8aebeW7VYVy7zer5cmf1svxfVrKsfu1lOwUylACAAAAAGITyXkACEJFtUsWbyk1yfj5G3cn5EurXKYMfbskh7Tdtlla/7ZEihPayyE/zJW0rp0lY8QwiU9KinTTAYSJu4ZRfoAdEOtA42gyPnvYALNUbtshu35ZJDtmzJctU76XhKwWcljB/nLo8P3lZ0mVV3/ZJK/M2SQjO2fKMb1bRqTkfVxcnGRkZJhHALGLWAfsgVgH7IN4R3PicLvd7kg3AtGnvLxcpk2bZtb79esnTqcz0k0CIqKwvNok4DURP39TsSzdWibVLrckJ8RJp+xkaZ/okuyVyyXx6++keu0GSUhPlYz+vSRzcB9JbtMy0s0HAAAAoo7+GaJ87QbZNW+pFC9cKtVFJeJsmS0pI4bIql795JfKRNlcUiV5LZxybO+WcliPHEbTAwAAAACaVGVlpcyfP9+sFxQUSHJyckj2S3IefpGchx3p7XBDUWXtiHh9XLOrwjyXlZwgnbOTzZInFeKcM092fP+zlC5fLQ5ngmTs111aDOglaV07ioPeeQAAAEBA3C6XlK5aJ0ULlknxouUmUR/fIl3KRhXIss49ZXFlvLjcIsPatzBJ+gM7ZkpSAr9vAwAAAADCi+Q8mhTJedhBVY1Llm0r2zNXfLEs3FQiO8qqzXPtMpzSKStZOufsTsinbN0qO2ctkO0/zN6dkE9IkPQenSS9bw9J79lV4pMsI3kcLnGklIu7LFnEzR8OgZhGvAP2QKwDTcLtdkn52o1StHC5FC1aIVXbd0plerpsPahAVnboJuvFKamJcXJwl2wZ3TVLBuZlSILOLxVCxcXFMmfOHBk0aJCkp6eHdN8AogexDtgDsQ7YB/GO5pScZ855ALaxraRKft1cIgs3l5jHJVtKpcrllsQ4h3TISpZB7dKlS06KSconx7ml+NcVsmPKPFk7fa5UbNpmRsind+8s7U49au+EPAAAAIB94nDESUqHPLO0OmKkVG7dIcVLVkrW0gWS//kUKUxvIesGD5EfynrKJ0u2SbozTgo6Z8moLlkyOC9DEuPpPAMAAAAAiG4k5+uwatUqeeihh2Ty5MmyZs0aSUpKkm7dusnpp58uV1xxhaSmpobkOB9//LE88cQTMmPGDNmyZYu0atVKhg0bJpdccokcffTRAe2jurpannrqKXn55Zdl0aJFpodQXl6eHHbYYXL11VdL3759Q9JWoDkpq6ox88Mv3lIii7aUmmT81pIq81x2SoJJxh/dK9fMG5/XIkn073gVG7bIrlmzZO2chVI4b6m4KiokoUW6pPfsIq0OHympXdpLXEL9t82t27bIhVecadaffvRlaZnTpkneL4CmR7wD9kCsA5HhcDgkqVWOWXILhkhNeYWULF8lHZavln7vz5QtcU5Z16Wn/LCzt3y6ZLskO9wyJD9DDuyaI8Pbt5Ds1OA70q5bt0769+9v1n/66Sfp0aNHGN4ZgEgj1gF7INYB+yDe0dyQnPfjgw8+kHHjxklhYWHt90pLS2XmzJlm0US4Ju27d+/e6GO4XC6TgH/66af3uono8u6778pFF10kjz/+uMTVM3/11q1b5ZhjjjHJfasVK1aYpP/zzz8vEydONPsCYlVFtUtWbC+TpVtLzbJ4S6ms2lkuOmmHM94h7TOTpE/rNDMiXpPxmcm7b33lm7dJ0c9zZPXCpVI4f6lUbtlu5otP6ZgnOaOGSFr3TpLctpX5wyAAAACAyIlPTpIWfXuaRWfn67hjl/RevlpKfvlWNu4qldWt8mXRpi4ybU1bzexL54RqGd4lW4b1aCP7tUkTJ6PqAQAAAABRgOS8j9mzZ8vYsWOlrKzMzEtx8803y5gxY8zXr732mjz55JOyZMkSOfbYY02iPiMjo1HH+etf/1qbmB88eLDccMMNZmT+8uXL5Z577jHt0E4AOpL+3//+t9991NTUyEknnVSbmD/55JPl4osvlpycHNM76I477pDNmzfLpZdeKvn5+QGPxAeiWWF5tSzfVibLt5fJim2lZs741TvLxeUWiXeItGuRJPktkmRY+xbSITNJWqc7JT7OIa6aGin7bZ0Uz14pW5euNPNYaplMEYcktW0pqV07SuvDCySlc3uJT3JG+m0CAAAAqIN2nnXmZJkle9gAyXe7pf/WHVL621rZ9vMCWelKlLW5beW9og7yxtIiSXDVSHcpk8Ft02X/fh1kv4454kwgWQ8AAAAAaHok531MmDDBJOITEhLks88+kxEjRtQ+d+ihh5pyGJpI1wT9fffdJ7fddlvQx9DX/uc//zHrQ4cOlW+//VZSUlLM11rS/vjjj5fRo0eb5P+9994rF1xwgd9R+joq/rvvvjPrl19+uTzyyCO1zw0fPtwk44cMGWIqAGh5+19//dW8L6C5lKVfs6tCftteJr/tKJeVex63le4uTa8j4ttlJEm7DKcpX6mj49umJ0lCvEPcLpeUr98sJXMWy9oVq6V0+WopXrZa3JVV4oiPk6R2rSWtR2dpdXiBpHbMl/jU5PC8CTcj7gHbIN4BeyDWgagvgZ89TET/9VxVVCyla9bK2hWFsroqXtalZcub1Yny6uY1El+zUvLLCqVnkkv65beQfn07Svsu3lNWeP6NDiC2EeuAPRDrgH0Q72gOyNRaTJ8+XaZOnWrWL7zwQq/EvMd1110nzz77rEl0P/jgg2YEfGJicHPZ/fe//zXzxKuHH354r5uFzmev39fj63YPPPCAV+Ldw5Pg15HymsT3pQl9Hfmvy7Jly+Sdd96R0047Lai2AuFU43KbeeDXFZbLul0VJhmvo+B18cwPr3JTE6VthlMGtks3yXidI75lWqLEORxSVVQiZavWS9n89bJm9XopW71eSn9bJ66KSvPaxJwsU5q+1ZgDJbl9W0nOa93gvPGhwx/wAfsg3gF7INaB5iIxI10y+/SQzD4ifbVvjcslZVu2y7rNhbK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      "text/plain": [
       "<Figure size 1000x600 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 611,
       "width": 1011
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(nrows=2, ncols=1, sharex=True, sharey=True, layout=\"constrained\")\n",
    "\n",
    "sns.kdeplot(data=data_df, x=\"revenue0\", hue=\"ad_campaign\", fill=True, ax=ax[0])\n",
    "ax[0].set_title(\"Revenue Pre-Campaign\")\n",
    "\n",
    "sns.kdeplot(data=data_df, x=\"revenue1\", hue=\"ad_campaign\", fill=True, ax=ax[1])\n",
    "ax[1].set_title(\"Revenue Post-Campaign\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Effect Estimation: Difference in Means"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First, we compute the point estimate of the difference in means as follows:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Difference in means: 1.825\n"
     ]
    }
   ],
   "source": [
    "difference_in_means = (\n",
    "    data_df.filter(pl.col(\"ad_campaign\") == pl.lit(1.0))[\"revenue1\"].mean()\n",
    "    - data_df.filter(pl.col(\"ad_campaign\") == pl.lit(0.0))[\"revenue1\"].mean()\n",
    ")\n",
    "\n",
    "print(f\"Difference in means: {difference_in_means:.3f}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We are of course interested in quantifying the uncertainty of this estimate. We can do this using a simple linear regression model. We use a Bayesian approach with non-very informative priors, to be able to compare the results with the CUPED approach."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "ad_campaign = data_df[\"ad_campaign\"].to_jax()\n",
    "revenue0 = data_df[\"revenue0\"].to_jax()\n",
    "revenue1 = data_df[\"revenue1\"].to_jax()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"UTF-8\" standalone=\"no\"?>\n",
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       "<!-- Generated by graphviz version 12.2.1 (20241206.2353)\n",
       " -->\n",
       "<!-- Pages: 1 -->\n",
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       "<g id=\"clust1\" class=\"cluster\">\n",
       "<title>cluster_observations</title>\n",
       "<polygon fill=\"none\" stroke=\"black\" points=\"67.16,-8 67.16,-84.5 195.16,-84.5 195.16,-8 67.16,-8\"/>\n",
       "<text text-anchor=\"middle\" x=\"153.04\" y=\"-15.2\" font-family=\"Times,serif\" font-size=\"14.00\">observations</text>\n",
       "</g>\n",
       "<!-- intercept -->\n",
       "<g id=\"node1\" class=\"node\">\n",
       "<title>intercept</title>\n",
       "<ellipse fill=\"white\" stroke=\"black\" cx=\"43.16\" cy=\"-149.5\" rx=\"43.16\" ry=\"18\"/>\n",
       "<text text-anchor=\"middle\" x=\"43.16\" y=\"-144.45\" font-family=\"Times,serif\" font-size=\"14.00\">intercept</text>\n",
       "</g>\n",
       "<!-- y_post_pred -->\n",
       "<g id=\"node4\" class=\"node\">\n",
       "<title>y_post_pred</title>\n",
       "<ellipse fill=\"grey\" stroke=\"black\" cx=\"131.16\" cy=\"-58.5\" rx=\"56.47\" ry=\"18\"/>\n",
       "<text text-anchor=\"middle\" x=\"131.16\" y=\"-53.45\" font-family=\"Times,serif\" font-size=\"14.00\">y_post_pred</text>\n",
       "</g>\n",
       "<!-- intercept&#45;&gt;y_post_pred -->\n",
       "<g id=\"edge1\" class=\"edge\">\n",
       "<title>intercept&#45;&gt;y_post_pred</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M58.9,-132.59C72.16,-119.17 91.37,-99.75 106.65,-84.29\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"109.06,-86.83 113.61,-77.26 104.09,-81.91 109.06,-86.83\"/>\n",
       "</g>\n",
       "<!-- beta -->\n",
       "<g id=\"node2\" class=\"node\">\n",
       "<title>beta</title>\n",
       "<ellipse fill=\"white\" stroke=\"black\" cx=\"131.16\" cy=\"-149.5\" rx=\"27\" ry=\"18\"/>\n",
       "<text text-anchor=\"middle\" x=\"131.16\" y=\"-144.45\" font-family=\"Times,serif\" font-size=\"14.00\">beta</text>\n",
       "</g>\n",
       "<!-- beta&#45;&gt;y_post_pred -->\n",
       "<g id=\"edge2\" class=\"edge\">\n",
       "<title>beta&#45;&gt;y_post_pred</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M131.16,-131.34C131.16,-119.11 131.16,-102.37 131.16,-88.13\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"134.66,-88.42 131.16,-78.42 127.66,-88.42 134.66,-88.42\"/>\n",
       "</g>\n",
       "<!-- sigma -->\n",
       "<g id=\"node3\" class=\"node\">\n",
       "<title>sigma</title>\n",
       "<ellipse fill=\"white\" stroke=\"black\" cx=\"209.16\" cy=\"-149.5\" rx=\"33.44\" ry=\"18\"/>\n",
       "<text text-anchor=\"middle\" x=\"209.16\" y=\"-144.45\" font-family=\"Times,serif\" font-size=\"14.00\">sigma</text>\n",
       "</g>\n",
       "<!-- sigma&#45;&gt;y_post_pred -->\n",
       "<g id=\"edge3\" class=\"edge\">\n",
       "<title>sigma&#45;&gt;y_post_pred</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M195.58,-133C183.97,-119.76 167.06,-100.45 153.47,-84.95\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"156.14,-82.69 146.92,-77.48 150.88,-87.3 156.14,-82.69\"/>\n",
       "</g>\n",
       "<!-- distribution_description_node -->\n",
       "<g id=\"node5\" class=\"node\">\n",
       "<title>distribution_description_node</title>\n",
       "<text text-anchor=\"start\" x=\"268.29\" y=\"-169.2\" font-family=\"Times,serif\" font-size=\"14.00\">intercept ~ Normal</text>\n",
       "<text text-anchor=\"start\" x=\"268.29\" y=\"-152.7\" font-family=\"Times,serif\" font-size=\"14.00\">beta ~ Normal</text>\n",
       "<text text-anchor=\"start\" x=\"268.29\" y=\"-136.2\" font-family=\"Times,serif\" font-size=\"14.00\">sigma ~ HalfCauchy</text>\n",
       "<text text-anchor=\"start\" x=\"268.29\" y=\"-119.7\" font-family=\"Times,serif\" font-size=\"14.00\">y_post_pred ~ Normal</text>\n",
       "</g>\n",
       "</g>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<graphviz.graphs.Digraph at 0x1680849b0>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def difference_in_means_model(y_post: Array, treatment: Array) -> None:\n",
    "    n_samples = len(treatment)\n",
    "    intercept = numpyro.sample(\"intercept\", dist.Normal(loc=0, scale=2))\n",
    "    beta = numpyro.sample(\"beta\", dist.Normal(loc=0, scale=3))\n",
    "    sigma = numpyro.sample(\"sigma\", dist.HalfCauchy(scale=2))\n",
    "\n",
    "    mu = intercept + beta * treatment\n",
    "\n",
    "    with numpyro.plate(\"observations\", n_samples):\n",
    "        numpyro.sample(\"y_post_pred\", dist.Normal(mu, sigma), obs=y_post)\n",
    "\n",
    "\n",
    "numpyro.render_model(\n",
    "    difference_in_means_model,\n",
    "    model_args=(revenue1, ad_campaign),\n",
    "    render_distributions=True,\n",
    "    render_params=True,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can estimate the beta coefficient using MCMC:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "0514402af0844cdfac48c6ae77ed5ffe",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
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      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "4c4dde02908345a98530a0622d4cbd78",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/3000 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "32d0dc38b0f34dfeab533a2e4ab36e4b",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
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      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "4e3be87eb12a49e4a67d823e83aa9d64",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
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      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mcmc_difference_in_means = MCMC(\n",
    "    sampler=NUTS(difference_in_means_model),\n",
    "    num_warmup=1_000,\n",
    "    num_samples=2_000,\n",
    "    num_chains=4,\n",
    ")\n",
    "\n",
    "rng_key, rng_subkey = random.split(rng_key)\n",
    "mcmc_difference_in_means.run(rng_subkey, revenue1, ad_campaign)\n",
    "\n",
    "idata_difference_in_means = az.from_numpyro(mcmc_difference_in_means)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 534,
       "width": 805
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "az.plot_posterior(\n",
    "    idata_difference_in_means, var_names=[\"beta\"], ref_val=difference_in_means, ax=ax\n",
    ")\n",
    "ax.set_title(r\"Posterior distribution of $\\beta$ (difference in means)\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As expected, the posterior distribution of the difference in means is centered around the true value of $2$ (from the data generating process).\n",
    "\n",
    "Let's compute the standard deviation of the posterior distribution:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "std: 0.292\n"
     ]
    }
   ],
   "source": [
    "print(f\"std: {idata_difference_in_means['posterior']['beta'].std().item():.3f}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's see if we can do better using the CUPED estimator."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Bayesian CUPED\n",
    "\n",
    "We now turn to the Bayesian CUPED approach. Recall the algorithm for the CUPED estimator:\n",
    "\n",
    "1. Regress $\\text{revenue}_1$ on $\\text{revenue}_0$ and estimate the $\\theta$ coefficient.\n",
    "2. Compute $\\text{revenue}_{cuped} = \\bar{\\text{revenue}}_1 - \\theta \\times \\bar{\\text{revenue}}_0$.\n",
    "3. Compute the difference in means of $\\text{revenue}_{cuped}$ between treatment and control group.\n",
    "\n",
    "NumPyro allows us to implement this algorithm in a single model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
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       "<title>sigma_theta</title>\n",
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       "<text text-anchor=\"middle\" x=\"211.75\" y=\"-185.7\" font-family=\"Times,serif\" font-size=\"14.00\">sigma_theta</text>\n",
       "</g>\n",
       "<!-- sigma_theta&#45;&gt;y_post_pred -->\n",
       "<g id=\"edge3\" class=\"edge\">\n",
       "<title>sigma_theta&#45;&gt;y_post_pred</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M211.22,-172.45C210.56,-150.95 209.42,-113.93 208.63,-88.16\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"212.14,-88.27 208.33,-78.38 205.14,-88.48 212.14,-88.27\"/>\n",
       "</g>\n",
       "<!-- intercept_cuped -->\n",
       "<g id=\"node4\" class=\"node\">\n",
       "<title>intercept_cuped</title>\n",
       "<ellipse fill=\"white\" stroke=\"black\" cx=\"438.75\" cy=\"-190.75\" rx=\"69.78\" ry=\"18\"/>\n",
       "<text text-anchor=\"middle\" x=\"438.75\" y=\"-185.7\" font-family=\"Times,serif\" font-size=\"14.00\">intercept_cuped</text>\n",
       "</g>\n",
       "<!-- y_cuped_pred -->\n",
       "<g id=\"node9\" class=\"node\">\n",
       "<title>y_cuped_pred</title>\n",
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       "<text text-anchor=\"middle\" x=\"579.75\" y=\"-53.45\" font-family=\"Times,serif\" font-size=\"14.00\">y_cuped_pred</text>\n",
       "</g>\n",
       "<!-- intercept_cuped&#45;&gt;y_cuped_pred -->\n",
       "<g id=\"edge5\" class=\"edge\">\n",
       "<title>intercept_cuped&#45;&gt;y_cuped_pred</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M455.39,-172.84C471.16,-156.96 495.67,-132.69 517.75,-112.5 528.53,-102.65 540.68,-92.13 551.36,-83.08\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"553.36,-85.97 558.76,-76.85 548.85,-80.62 553.36,-85.97\"/>\n",
       "</g>\n",
       "<!-- beta_cuped -->\n",
       "<g id=\"node5\" class=\"node\">\n",
       "<title>beta_cuped</title>\n",
       "<ellipse fill=\"white\" stroke=\"black\" cx=\"579.75\" cy=\"-190.75\" rx=\"52.89\" ry=\"18\"/>\n",
       "<text text-anchor=\"middle\" x=\"579.75\" y=\"-185.7\" font-family=\"Times,serif\" font-size=\"14.00\">beta_cuped</text>\n",
       "</g>\n",
       "<!-- beta_cuped&#45;&gt;y_cuped_pred -->\n",
       "<g id=\"edge6\" class=\"edge\">\n",
       "<title>beta_cuped&#45;&gt;y_cuped_pred</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M579.75,-172.45C579.75,-150.95 579.75,-113.93 579.75,-88.16\"/>\n",
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       "</g>\n",
       "<!-- sigma_cuped -->\n",
       "<g id=\"node6\" class=\"node\">\n",
       "<title>sigma_cuped</title>\n",
       "<ellipse fill=\"white\" stroke=\"black\" cx=\"710.75\" cy=\"-190.75\" rx=\"60.05\" ry=\"18\"/>\n",
       "<text text-anchor=\"middle\" x=\"710.75\" y=\"-185.7\" font-family=\"Times,serif\" font-size=\"14.00\">sigma_cuped</text>\n",
       "</g>\n",
       "<!-- sigma_cuped&#45;&gt;y_cuped_pred -->\n",
       "<g id=\"edge7\" class=\"edge\">\n",
       "<title>sigma_cuped&#45;&gt;y_cuped_pred</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M696.83,-172.89C683.31,-156.83 661.93,-132.25 641.75,-112.5 631.39,-102.36 619.41,-91.86 608.75,-82.91\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"611.27,-80.45 601.34,-76.76 606.8,-85.84 611.27,-80.45\"/>\n",
       "</g>\n",
       "<!-- distribution_description_node -->\n",
       "<g id=\"node10\" class=\"node\">\n",
       "<title>distribution_description_node</title>\n",
       "<text text-anchor=\"start\" x=\"796.63\" y=\"-251.7\" font-family=\"Times,serif\" font-size=\"14.00\">intercept_target ~ Normal</text>\n",
       "<text text-anchor=\"start\" x=\"796.63\" y=\"-235.2\" font-family=\"Times,serif\" font-size=\"14.00\">theta ~ Normal</text>\n",
       "<text text-anchor=\"start\" x=\"796.63\" y=\"-218.7\" font-family=\"Times,serif\" font-size=\"14.00\">sigma_theta ~ HalfCauchy</text>\n",
       "<text text-anchor=\"start\" x=\"796.63\" y=\"-202.2\" font-family=\"Times,serif\" font-size=\"14.00\">intercept_cuped ~ Normal</text>\n",
       "<text text-anchor=\"start\" x=\"796.63\" y=\"-185.7\" font-family=\"Times,serif\" font-size=\"14.00\">beta_cuped ~ Normal</text>\n",
       "<text text-anchor=\"start\" x=\"796.63\" y=\"-169.2\" font-family=\"Times,serif\" font-size=\"14.00\">sigma_cuped ~ HalfCauchy</text>\n",
       "<text text-anchor=\"start\" x=\"796.63\" y=\"-152.7\" font-family=\"Times,serif\" font-size=\"14.00\">y_post_pred ~ Normal</text>\n",
       "<text text-anchor=\"start\" x=\"796.63\" y=\"-136.2\" font-family=\"Times,serif\" font-size=\"14.00\">y_cuped ~ Deterministic</text>\n",
       "<text text-anchor=\"start\" x=\"796.63\" y=\"-119.7\" font-family=\"Times,serif\" font-size=\"14.00\">y_cuped_pred ~ Normal</text>\n",
       "</g>\n",
       "</g>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<graphviz.graphs.Digraph at 0x1680d6960>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def cuped_model(y_post: Array, treatment: Array, y_pre: Array) -> None:\n",
    "    n_samples = len(ad_campaign)\n",
    "\n",
    "    intercept_target = numpyro.sample(\"intercept_target\", dist.Normal(loc=0, scale=2))\n",
    "    theta = numpyro.sample(\"theta\", dist.Normal(loc=0, scale=3))\n",
    "    sigma_theta = numpyro.sample(\"sigma_theta\", dist.HalfCauchy(scale=2))\n",
    "\n",
    "    intercept_cuped = numpyro.sample(\"intercept_cuped\", dist.Normal(loc=0, scale=2))\n",
    "    beta_cuped = numpyro.sample(\"beta_cuped\", dist.Normal(loc=0, scale=3))\n",
    "    sigma_cuped = numpyro.sample(\"sigma_cuped\", dist.HalfCauchy(scale=2))\n",
    "\n",
    "    mu_target = intercept_target + theta * y_pre\n",
    "\n",
    "    with numpyro.plate(\"target_conditioning\", n_samples):\n",
    "        numpyro.sample(\"y_post_pred\", dist.Normal(mu_target, sigma_theta), obs=y_post)\n",
    "\n",
    "    y_cuped = numpyro.deterministic(\n",
    "        \"y_cuped\", y_post - theta * (y_pre - jnp.mean(y_pre))\n",
    "    )\n",
    "\n",
    "    with numpyro.plate(\"cuped_conditioning\", n_samples):\n",
    "        numpyro.sample(\n",
    "            \"y_cuped_pred\",\n",
    "            dist.Normal(intercept_cuped + beta_cuped * treatment, sigma_cuped),\n",
    "            obs=y_cuped,\n",
    "        )\n",
    "\n",
    "\n",
    "numpyro.render_model(\n",
    "    cuped_model,\n",
    "    model_args=(revenue1, ad_campaign, revenue0),\n",
    "    render_distributions=True,\n",
    "    render_params=True,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "AS before, let's fit the model using MCMC:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "27a9d2c19d7e4dd7a6fd7e858742b37e",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/3000 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "86f3520354944cb0835c77ceb85c27b1",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/3000 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "896c898b1f9b4250b4dd374a2056caaf",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/3000 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "134c3fa341534c219c099601c4650ace",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/3000 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mcmc_cuped = MCMC(\n",
    "    sampler=NUTS(cuped_model),\n",
    "    num_warmup=1_000,\n",
    "    num_samples=2_000,\n",
    "    num_chains=4,\n",
    ")\n",
    "rng_key, rng_subkey = random.split(rng_key)\n",
    "mcmc_cuped.run(rng_subkey, revenue1, ad_campaign, revenue0)\n",
    "idata_cuped = az.from_numpyro(mcmc_cuped)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's look into the posterior distribution of the CUPED effect estimate:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 535,
       "width": 794
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "az.plot_posterior(\n",
    "    idata_cuped, var_names=[\"beta_cuped\"], ref_val=difference_in_means, ax=ax\n",
    ")\n",
    "ax.set_title(r\"Posterior distribution of $\\beta_{\\text{cuped}}$\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "std: 0.219\n"
     ]
    }
   ],
   "source": [
    "print(f\"std: {idata_cuped['posterior']['beta_cuped'].std().item():.3f}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As expected, the posterior distribution of the CUPED effect estimate is narrower than the one of the simple difference in means."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finally, let's compare the posterior distributions of the difference in means and the CUPED effect estimate against the point estimate of the difference in means."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1000x700 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 711,
       "width": 1011
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(\n",
    "    nrows=2,\n",
    "    ncols=1,\n",
    "    figsize=(10, 7),\n",
    "    sharex=True,\n",
    "    sharey=True,\n",
    "    layout=\"constrained\",\n",
    ")\n",
    "\n",
    "az.plot_posterior(\n",
    "    idata_difference_in_means, var_names=[\"beta\"], ref_val=difference_in_means, ax=ax[0]\n",
    ")\n",
    "ax[0].axvline(2, color=\"k\", linestyle=\"--\", alpha=0.5, label=\"True Effect\")\n",
    "ax[0].legend()\n",
    "ax[0].set_title(\n",
    "    f\"\"\"Difference in means\n",
    "    std: {idata_difference_in_means[\"posterior\"][\"beta\"].std().item():.4f}\"\"\"\n",
    ")\n",
    "\n",
    "az.plot_posterior(\n",
    "    idata_cuped, var_names=[\"beta_cuped\"], ref_val=difference_in_means, ax=ax[1]\n",
    ")\n",
    "ax[1].axvline(2, color=\"k\", linestyle=\"--\", alpha=0.5, label=\"True Effect\")\n",
    "ax[1].legend()\n",
    "ax[1].set_title(\n",
    "    f\"CUPED\\n std: {idata_cuped['posterior']['beta_cuped'].std().item():.4f}\"\n",
    ")\n",
    "\n",
    "fig.suptitle(\"Model Comparison\", fontsize=18, fontweight=\"bold\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here we have a clear visual evidence of the variance reduction by the CUPED model."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.9"
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